diff --git a/benchmark_results.md b/benchmark_results.md index 5037ffa3a..90530c36c 100644 --- a/benchmark_results.md +++ b/benchmark_results.md @@ -63,50 +63,51 @@
performance tested on Ascend 910*(8p) with graph mode -| Model | Top-1 (%) | Top-5 (%) | Params(M) | BatchSize | Recipe | Download | -| ---------------------- | --------- | --------- | --------- |-----------| ------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------- | -| convit_tiny | 73.79 | 91.70 | 5.71 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convit/convit_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convit/convit_tiny-1961717e-910v2.ckpt) | -| convnext_tiny | 81.28 | 95.61 | 28.59 | 16 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnext/convnext_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnext/convnext_tiny-db11dc82-910v2.ckpt) | -| convnextv2_tiny | 82.39 | 95.95 | 28.64 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnextv2/convnextv2_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnextv2/convnextv2_tiny-a35b79ce-910v2.ckpt) | -| crossvit_9 | 73.38 | 91.51 | 8.55 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/crossvit/crossvit_9_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/crossvit/crossvit_9-32c69c96-910v2.ckpt) | -| densenet121 | 75.67 | 92.77 | 8.06 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/densenet/densenet_121_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/densenet/densenet121-bf4ab27f-910v2.ckpt) | -| edgenext_xx_small | 70.64 | 89.75 | 1.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/edgenext/edgenext_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/edgenext/edgenext_xx_small-cad13d2c-910v2.ckpt) | -| efficientnet_b0 | 76.88 | 93.28 | 5.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/efficientnet/efficientnet_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/efficientnet/efficientnet_b0-f8d7aa2a-910v2.ckpt) | -| googlenet | 72.89 | 90.89 | 6.99 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/googlenet/googlenet_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/googlenet/googlenet-de74c31d-910v2.ckpt) | -| hrnet_w32 | 80.66 | 95.30 | 41.30 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/hrnet/hrnet_w32_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/hrnet/hrnet_w32-e616cdcb-910v2.ckpt) | -| inception_v3 | 79.25 | 94.47 | 27.20 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv3/inception_v3_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v3/inception_v3-61a8e9ed-910v2.ckpt) | -| inception_v4 | 80.98 | 95.25 | 42.74 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv4/inception_v4_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v4/inception_v4-56e798fc-910v2.ckpt) | -| mixnet_s | 75.58 | 95.54 | 4.17 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mixnet/mixnet_s_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mixnet/mixnet_s-fe4fcc63-910v2.ckpt) | -| mnasnet_075 | 71.77 | 90.52 | 3.20 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mnasnet/mnasnet_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mnasnet/mnasnet_075-083b2bc4-910v2.ckpt) | -| mobilenet_v1_025 | 54.05 | 77.74 | 0.47 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv1/mobilenet_v1_0.25_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv1/mobilenet_v1_025-cbe3d3b3-910v2.ckpt) | -| mobilenet_v2_075 | 69.73 | 89.35 | 2.66 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv2/mobilenet_v2_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv2/mobilenet_v2_075-755932c4-910v2.ckpt) | -| mobilenet_v3_small_100 | 68.07 | 87.77 | 2.55 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_small_100-6fa3c17d-910v2.ckpt) | -| mobilenet_v3_large_100 | 75.59 | 92.57 | 5.51 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_large_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_large_100-bd4e7bdc-910v2.ckpt) | -| mobilevit_xx_small | 67.11 | 87.85 | 1.27 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilevit/mobilevit_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilevit/mobilevit_xx_small-6f2745c3-910v2.ckpt) | -| nasnet_a_4x1056 | 74.12 | 91.36 | 5.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/nasnet/nasnet_a_4x1056_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/nasnet/nasnet_a_4x1056-015ba575c-910v2.ckpt) | -| pit_ti | 73.26 | 91.57 | 4.85 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pit/pit_ti_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pit/pit_ti-33466a0d-910v2.ckpt) | -| poolformer_s12 | 77.49 | 93.55 | 11.92 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/poolformer/poolformer_s12_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/poolformer/poolformer_s12-c7e14eea-910v2.ckpt) | -| pvt_tiny | 74.88 | 92.12 | 13.23 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvt/pvt_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt/pvt_tiny-6676051f-910v2.ckpt) | -| pvt_v2_b0 | 71.25 | 90.50 | 3.67 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvtv2/pvt_v2_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt_v2/pvt_v2_b0-d9cd9d6a-910v2.ckpt) | -| regnet_x_800mf | 76.11 | 93.00 | 7.26 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/regnet/regnet_x_800mf_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/regnet/regnet_x_800mf-68fe1cca-910v2.ckpt) | -| repvgg_a0 | 72.29 | 90.78 | 9.13 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a0-b67a9f15-910v2.ckpt) | -| repvgg_a1 | 73.68 | 91.51 | 14.12 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a1_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a1-a40aa623-910v2.ckpt) | -| res2net50 | 79.33 | 94.64 | 25.76 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/res2net/res2net_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/res2net/res2net50-aa758355-910v2.ckpt) | -| resnet50 | 76.76 | 93.31 | 25.61 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnet/resnet_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnet/resnet50-f369a08d-910v2.ckpt) | -| resnetv2_50 | 77.03 | 93.29 | 25.60 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnetv2/resnetv2_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnetv2/resnetv2_50-a0b9f7f8-910v2.ckpt) | -| resnext50_32x4d | 78.64 | 94.18 | 25.10 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnext/resnext50_32x4d_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnext/resnext50_32x4d-988f75bc-910v2.ckpt) | -| rexnet_09 | 76.14 | 92.96 | 4.13 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/rexnet/rexnet_x09_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/rexnet/rexnet_09-00223eb4-910v2.ckpt) | -| seresnet18 | 72.05 | 90.59 | 11.80 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/senet/seresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/senet/seresnet18-7b971c78-910v2.ckpt) | -| shufflenet_v1_g3_05 | 57.08 | 79.89 | 0.73 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv1/shufflenet_v1_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv1/shufflenet_v1_g3_05-56209ef3-910v2.ckpt) | -| shufflenet_v2_x0_5 | 60.65 | 82.26 | 1.37 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv2/shufflenet_v2_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv2/shufflenet_v2_x0_5-39d05bb6-910v2.ckpt) | -| skresnet18 | 72.85 | 90.83 | 11.97 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/sknet/skresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/sknet/skresnet18-9d8b1afc-910v2.ckpt) | -| squeezenet1_0 | 58.75 | 80.76 | 1.25 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/squeezenet/squeezenet_1.0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/squeezenet/squeezenet1_0-24010b28-910v2.ckpt) | -| swin_tiny | 80.90 | 94.90 | 33.38 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformer/swin_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swin/swin_tiny-72b3c5e6-910v2.ckpt) | -| swinv2_tiny_window8 | 81.38 | 95.46 | 28.78 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformerv2/swinv2_tiny_window8_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swinv2/swinv2_tiny_window8-70c5e903-910v2.ckpt) | -| vgg13 | 72.81 | 91.02 | 133.04 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg13_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg13-7756f33c-910v2.ckpt) | -| vgg19 | 75.24 | 92.55 | 143.66 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg19_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg19-5104d1ea-910v2.ckpt) | -| visformer_tiny | 78.40 | 94.30 | 10.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/visformer/visformer_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/visformer/visformer_tiny-df995ba4-910v2.ckpt) | -| xcit_tiny_12_p16_224 | 77.27 | 93.56 | 7.00 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/xcit/xcit_tiny_12_p16_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/xcit/xcit_tiny_12_p16_224-bd90776e-910v2.ckpt) | + +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params(M) | BatchSize | Recipe | Download | +| ---------------------- | --------- | --------- | ------- | --------- | --------- | ------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------- | +| convit_tiny | 73.79 | 91.70 | 342.81 | 5.71 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convit/convit_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convit/convit_tiny-1961717e-910v2.ckpt) | +| convnext_tiny | 81.28 | 95.61 | 54.08 | 28.59 | 16 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnext/convnext_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnext/convnext_tiny-db11dc82-910v2.ckpt) | +| convnextv2_tiny | 82.39 | 95.95 | 360.29 | 28.64 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnextv2/convnextv2_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnextv2/convnextv2_tiny-a35b79ce-910v2.ckpt) | +| crossvit_9 | 73.38 | 91.51 | 711.19 | 8.55 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/crossvit/crossvit_9_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/crossvit/crossvit_9-32c69c96-910v2.ckpt) | +| densenet121 | 75.67 | 92.77 | 50.55 | 8.06 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/densenet/densenet_121_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/densenet/densenet121-bf4ab27f-910v2.ckpt) | +| edgenext_xx_small | 70.64 | 89.75 | 295.88 | 1.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/edgenext/edgenext_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/edgenext/edgenext_xx_small-cad13d2c-910v2.ckpt) | +| efficientnet_b0 | 76.88 | 93.28 | 168.78 | 5.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/efficientnet/efficientnet_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/efficientnet/efficientnet_b0-f8d7aa2a-910v2.ckpt) | +| googlenet | 72.89 | 90.89 | 24.29 | 6.99 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/googlenet/googlenet_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/googlenet/googlenet-de74c31d-910v2.ckpt) | +| hrnet_w32 | 80.66 | 95.30 | 303.01 | 41.30 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/hrnet/hrnet_w32_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/hrnet/hrnet_w32-e616cdcb-910v2.ckpt) | +| inception_v3 | 79.25 | 94.47 | 79.87 | 27.20 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv3/inception_v3_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v3/inception_v3-61a8e9ed-910v2.ckpt) | +| inception_v4 | 80.98 | 95.25 | 84.59 | 42.74 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv4/inception_v4_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v4/inception_v4-56e798fc-910v2.ckpt) | +| mixnet_s | 75.58 | 95.54 | 306.16 | 4.17 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mixnet/mixnet_s_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mixnet/mixnet_s-fe4fcc63-910v2.ckpt) | +| mnasnet_075 | 71.77 | 90.52 | 177.22 | 3.20 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mnasnet/mnasnet_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mnasnet/mnasnet_075-083b2bc4-910v2.ckpt) | +| mobilenet_v1_025 | 54.05 | 77.74 | 43.85 | 0.47 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv1/mobilenet_v1_0.25_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv1/mobilenet_v1_025-cbe3d3b3-910v2.ckpt) | +| mobilenet_v2_075 | 69.73 | 89.35 | 170.41 | 2.66 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv2/mobilenet_v2_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv2/mobilenet_v2_075-755932c4-910v2.ckpt) | +| mobilenet_v3_small_100 | 68.07 | 87.77 | 51.97 | 2.55 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_small_100-6fa3c17d-910v2.ckpt) | +| mobilenet_v3_large_100 | 75.59 | 92.57 | 52.55 | 5.51 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_large_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_large_100-bd4e7bdc-910v2.ckpt) | +| mobilevit_xx_small | 67.11 | 87.85 | 64.91 | 1.27 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilevit/mobilevit_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilevit/mobilevit_xx_small-6f2745c3-910v2.ckpt) | +| nasnet_a_4x1056 | 74.12 | 91.36 | 401.34 | 5.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/nasnet/nasnet_a_4x1056_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/nasnet/nasnet_a_4x1056-015ba575c-910v2.ckpt) | +| pit_ti | 73.26 | 91.57 | 343.45 | 4.85 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pit/pit_ti_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pit/pit_ti-33466a0d-910v2.ckpt) | +| poolformer_s12 | 77.49 | 93.55 | 294.54 | 11.92 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/poolformer/poolformer_s12_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/poolformer/poolformer_s12-c7e14eea-910v2.ckpt) | +| pvt_tiny | 74.88 | 92.12 | 308.02 | 13.23 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvt/pvt_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt/pvt_tiny-6676051f-910v2.ckpt) | +| pvt_v2_b0 | 71.25 | 90.50 | 343.22 | 3.67 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvtv2/pvt_v2_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt_v2/pvt_v2_b0-d9cd9d6a-910v2.ckpt) | +| regnet_x_800mf | 76.11 | 93.00 | 50.29 | 7.26 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/regnet/regnet_x_800mf_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/regnet/regnet_x_800mf-68fe1cca-910v2.ckpt) | +| repvgg_a0 | 72.29 | 90.78 | 25.14 | 9.13 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a0-b67a9f15-910v2.ckpt) | +| repvgg_a1 | 73.68 | 91.51 | 31.78 | 14.12 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a1_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a1-a40aa623-910v2.ckpt) | +| res2net50 | 79.33 | 94.64 | 43.22 | 25.76 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/res2net/res2net_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/res2net/res2net50-aa758355-910v2.ckpt) | +| resnet50 | 76.76 | 93.31 | 32.96 | 25.61 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnet/resnet_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnet/resnet50-f369a08d-910v2.ckpt) | +| resnetv2_50 | 77.03 | 93.29 | 33.83 | 25.60 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnetv2/resnetv2_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnetv2/resnetv2_50-a0b9f7f8-910v2.ckpt) | +| resnext50_32x4d | 78.64 | 94.18 | 46.18 | 25.10 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnext/resnext50_32x4d_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnext/resnext50_32x4d-988f75bc-910v2.ckpt) | +| rexnet_09 | 76.14 | 92.96 | 142.77 | 4.13 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/rexnet/rexnet_x09_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/rexnet/rexnet_09-00223eb4-910v2.ckpt) | +| seresnet18 | 72.05 | 90.59 | 48.72 | 11.80 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/senet/seresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/senet/seresnet18-7b971c78-910v2.ckpt) | +| shufflenet_v1_g3_05 | 57.08 | 79.89 | 45.44 | 0.73 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv1/shufflenet_v1_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv1/shufflenet_v1_g3_05-56209ef3-910v2.ckpt) | +| shufflenet_v2_x0_5 | 60.65 | 82.26 | 47.18 | 1.37 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv2/shufflenet_v2_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv2/shufflenet_v2_x0_5-39d05bb6-910v2.ckpt) | +| skresnet18 | 72.85 | 90.83 | 48.35 | 11.97 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/sknet/skresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/sknet/skresnet18-9d8b1afc-910v2.ckpt) | +| squeezenet1_0 | 58.75 | 80.76 | 24.28 | 1.25 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/squeezenet/squeezenet_1.0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/squeezenet/squeezenet1_0-24010b28-910v2.ckpt) | +| swin_tiny | 80.90 | 94.90 | 637.41 | 33.38 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformer/swin_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swin/swin_tiny-72b3c5e6-910v2.ckpt) | +| swinv2_tiny_window8 | 81.38 | 95.46 | 380.93 | 28.78 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformerv2/swinv2_tiny_window8_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swinv2/swinv2_tiny_window8-70c5e903-910v2.ckpt) | +| vgg13 | 72.81 | 91.02 | 30.97 | 133.04 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg13_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg13-7756f33c-910v2.ckpt) | +| vgg19 | 75.24 | 92.55 | 40.02 | 143.66 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg19_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg19-5104d1ea-910v2.ckpt) | +| visformer_tiny | 78.40 | 94.30 | 311.34 | 10.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/visformer/visformer_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/visformer/visformer_tiny-df995ba4-910v2.ckpt) | +| xcit_tiny_12_p16_224 | 77.27 | 93.56 | 320.25 | 7.00 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/xcit/xcit_tiny_12_p16_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/xcit/xcit_tiny_12_p16_224-bd90776e-910v2.ckpt) |
diff --git a/configs/convit/README.md b/configs/convit/README.md index 7d6512fbb..735f635ff 100644 --- a/configs/convit/README.md +++ b/configs/convit/README.md @@ -29,9 +29,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ----------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------ |-------------| -| convit_tiny | 73.79 | 91.70 | 5.71 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convit/convit_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convit/convit_tiny-1961717e-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ----------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------- | +| convit_tiny | 73.79 | 91.70 | 342.81 | 5.71 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convit/convit_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convit/convit_tiny-1961717e-910v2.ckpt) |
diff --git a/configs/convnext/README.md b/configs/convnext/README.md index c932d4ca8..210b49635 100644 --- a/configs/convnext/README.md +++ b/configs/convnext/README.md @@ -25,9 +25,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ------------- | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------- |-------------| -| convnext_tiny | 81.28 | 95.61 | 28.59 | 16 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnext/convnext_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnext/convnext_tiny-db11dc82-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ------------- | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------- | +| convnext_tiny | 81.28 | 95.61 | 54.08 | 28.59 | 16 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnext/convnext_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnext/convnext_tiny-db11dc82-910v2.ckpt) |
diff --git a/configs/convnextv2/README.md b/configs/convnextv2/README.md index ac9e14b43..81076c9fa 100644 --- a/configs/convnextv2/README.md +++ b/configs/convnextv2/README.md @@ -22,11 +22,11 @@ Our reproduced model performance on ImageNet-1K is reported as follows. performance tested on ascend 910*(8p) with graph mode -
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| --------------- | --------- | --------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- |-------------| -| convnextv2_tiny | 82.39 | 95.95 | 28.64 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnextv2/convnextv2_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnextv2/convnextv2_tiny-a35b79ce-910v2.ckpt) | + +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| --------------- | --------- | --------- | ------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------- | +| convnextv2_tiny | 82.39 | 95.95 | 360.29 | 28.64 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnextv2/convnextv2_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnextv2/convnextv2_tiny-a35b79ce-910v2.ckpt) |
diff --git a/configs/crossvit/README.md b/configs/crossvit/README.md index 428588363..9063dc077 100644 --- a/configs/crossvit/README.md +++ b/configs/crossvit/README.md @@ -23,9 +23,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ---------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- |-------------| -| crossvit_9 | 73.38 | 91.51 | 8.55 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/crossvit/crossvit_9_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/crossvit/crossvit_9-32c69c96-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ---------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------- | +| crossvit_9 | 73.38 | 91.51 | 711.19 | 8.55 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/crossvit/crossvit_9_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/crossvit/crossvit_9-32c69c96-910v2.ckpt) |
diff --git a/configs/densenet/README.md b/configs/densenet/README.md index e81ba7a82..98d6d2de8 100644 --- a/configs/densenet/README.md +++ b/configs/densenet/README.md @@ -40,9 +40,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ----------- | --------- | --------- | ---------- | ---------- | --------------------------------------------------------------------------------------------------- |-------------| -| densenet121 | 75.67 | 92.77 | 8.06 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/densenet/densenet_121_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/densenet/densenet121-bf4ab27f-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ----------- | --------- | --------- | ------- | ---------- | ---------- | --------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------- | +| densenet121 | 75.67 | 92.77 | 50.55 | 8.06 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/densenet/densenet_121_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/densenet/densenet121-bf4ab27f-910v2.ckpt) | performance tested on ascend 910(8p) with graph mode diff --git a/configs/edgenext/README.md b/configs/edgenext/README.md index 862dacbaf..7550d6144 100644 --- a/configs/edgenext/README.md +++ b/configs/edgenext/README.md @@ -25,9 +25,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ----------------- | --------- | --------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- |-------------| -| edgenext_xx_small | 70.64 | 89.75 | 1.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/edgenext/edgenext_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/edgenext/edgenext_xx_small-cad13d2c-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ----------------- | --------- | --------- | ------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------- | +| edgenext_xx_small | 70.64 | 89.75 | 295.88 | 1.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/edgenext/edgenext_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/edgenext/edgenext_xx_small-cad13d2c-910v2.ckpt) |
diff --git a/configs/efficientnet/README.md b/configs/efficientnet/README.md index 5e2879289..3f7297249 100644 --- a/configs/efficientnet/README.md +++ b/configs/efficientnet/README.md @@ -35,9 +35,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| --------------- | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------------- |-------------| -| efficientnet_b0 | 76.88 | 93.28 | 5.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/efficientnet/efficientnet_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/efficientnet/efficientnet_b0-f8d7aa2a-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| --------------- | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------- | +| efficientnet_b0 | 76.88 | 93.28 | 168.78 | 5.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/efficientnet/efficientnet_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/efficientnet/efficientnet_b0-f8d7aa2a-910v2.ckpt) |
diff --git a/configs/googlenet/README.md b/configs/googlenet/README.md index 0cf5c2d0f..6f39e1a7d 100644 --- a/configs/googlenet/README.md +++ b/configs/googlenet/README.md @@ -26,9 +26,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| --------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- |-------------| -| googlenet | 72.89 | 90.89 | 6.99 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/googlenet/googlenet_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/googlenet/googlenet-de74c31d-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| --------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------- | +| googlenet | 72.89 | 90.89 | 24.29 | 6.99 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/googlenet/googlenet_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/googlenet/googlenet-de74c31d-910v2.ckpt) |
diff --git a/configs/hrnet/README.md b/configs/hrnet/README.md index a1c0a2984..32980034d 100644 --- a/configs/hrnet/README.md +++ b/configs/hrnet/README.md @@ -34,9 +34,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| --------- | --------- | --------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- |-------------| -| hrnet_w32 | 80.66 | 95.30 | 41.30 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/hrnet/hrnet_w32_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/hrnet/hrnet_w32-e616cdcb-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| --------- | --------- | --------- | ------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------- | +| hrnet_w32 | 80.66 | 95.30 | 303.01 | 41.30 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/hrnet/hrnet_w32_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/hrnet/hrnet_w32-e616cdcb-910v2.ckpt) | diff --git a/configs/inceptionv3/README.md b/configs/inceptionv3/README.md index 81a3177e9..5e41a625e 100644 --- a/configs/inceptionv3/README.md +++ b/configs/inceptionv3/README.md @@ -27,9 +27,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ------------ | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ |-------------| -| inception_v3 | 79.25 | 94.47 | 27.20 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv3/inception_v3_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v3/inception_v3-61a8e9ed-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ------------ | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------- | +| inception_v3 | 79.25 | 94.47 | 79.87 | 27.20 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv3/inception_v3_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v3/inception_v3-61a8e9ed-910v2.ckpt) |
diff --git a/configs/inceptionv4/README.md b/configs/inceptionv4/README.md index 2747d1e5a..1ff4d8d77 100644 --- a/configs/inceptionv4/README.md +++ b/configs/inceptionv4/README.md @@ -23,9 +23,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ------------ | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ |-------------| -| inception_v4 | 80.98 | 95.25 | 42.74 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv4/inception_v4_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v4/inception_v4-56e798fc-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ------------ | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------- | +| inception_v4 | 80.98 | 95.25 | 84.59 | 42.74 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv4/inception_v4_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v4/inception_v4-56e798fc-910v2.ckpt) |
diff --git a/configs/mixnet/README.md b/configs/mixnet/README.md index 15aafddaf..290b166f8 100644 --- a/configs/mixnet/README.md +++ b/configs/mixnet/README.md @@ -25,9 +25,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| -------- | --------- | --------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- |-------------| -| mixnet_s | 75.58 | 95.54 | 4.17 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mixnet/mixnet_s_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mixnet/mixnet_s-fe4fcc63-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| -------- | --------- | --------- | ------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------- | +| mixnet_s | 75.58 | 95.54 | 306.16 | 4.17 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mixnet/mixnet_s_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mixnet/mixnet_s-fe4fcc63-910v2.ckpt) |
diff --git a/configs/mnasnet/README.md b/configs/mnasnet/README.md index a195ab00e..2fe74c075 100644 --- a/configs/mnasnet/README.md +++ b/configs/mnasnet/README.md @@ -20,9 +20,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ----------- | --------- | --------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------- |-------------| -| mnasnet_075 | 71.77 | 90.52 | 3.20 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mnasnet/mnasnet_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mnasnet/mnasnet_075-083b2bc4-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ----------- | --------- | --------- | ------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------- | +| mnasnet_075 | 71.77 | 90.52 | 177.22 | 3.20 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mnasnet/mnasnet_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mnasnet/mnasnet_075-083b2bc4-910v2.ckpt) |
diff --git a/configs/mobilenetv1/README.md b/configs/mobilenetv1/README.md index e05094431..742fae375 100644 --- a/configs/mobilenetv1/README.md +++ b/configs/mobilenetv1/README.md @@ -20,9 +20,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ---------------- | --------- | --------- | ---------- | ---------- | ----------------------------------------------------------------------------------------------------------- |-------------| -| mobilenet_v1_025 | 54.05 | 77.74 | 0.47 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv1/mobilenet_v1_0.25_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv1/mobilenet_v1_025-cbe3d3b3-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ---------------- | --------- | --------- | ------- | ---------- | ---------- | ----------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------- | +| mobilenet_v1_025 | 54.05 | 77.74 | 43.85 | 0.47 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv1/mobilenet_v1_0.25_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv1/mobilenet_v1_025-cbe3d3b3-910v2.ckpt) |
diff --git a/configs/mobilenetv2/README.md b/configs/mobilenetv2/README.md index c0cb1a73d..24dc13091 100644 --- a/configs/mobilenetv2/README.md +++ b/configs/mobilenetv2/README.md @@ -22,9 +22,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ---------------- | --------- | --------- | ---------- | ---------- | ----------------------------------------------------------------------------------------------------------- |-------------| -| mobilenet_v2_075 | 69.73 | 89.35 | 2.66 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv2/mobilenet_v2_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv2/mobilenet_v2_075-755932c4-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ---------------- | --------- | --------- | ------- | ---------- | ---------- | ----------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------- | +| mobilenet_v2_075 | 69.73 | 89.35 | 170.41 | 2.66 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv2/mobilenet_v2_0.75_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv2/mobilenet_v2_075-755932c4-910v2.ckpt) |
diff --git a/configs/mobilenetv3/README.md b/configs/mobilenetv3/README.md index efde3a2f6..f79e79829 100644 --- a/configs/mobilenetv3/README.md +++ b/configs/mobilenetv3/README.md @@ -22,10 +22,10 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ---------------------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------------ |-------------| -| mobilenet_v3_small_100 | 68.07 | 87.77 | 2.55 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_small_100-6fa3c17d-910v2.ckpt) | -| mobilenet_v3_large_100 | 75.59 | 92.57 | 5.51 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_large_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_large_100-bd4e7bdc-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ---------------------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------------------------------------------------------------- | +| mobilenet_v3_small_100 | 68.07 | 87.77 | 51.97 | 2.55 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_small_100-6fa3c17d-910v2.ckpt) | +| mobilenet_v3_large_100 | 75.59 | 92.57 | 52.55 | 5.51 | 75 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilenetv3/mobilenet_v3_large_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilenet/mobilenetv3/mobilenet_v3_large_100-bd4e7bdc-910v2.ckpt) |
diff --git a/configs/mobilevit/README.md b/configs/mobilevit/README.md index 03796201f..94343cefe 100644 --- a/configs/mobilevit/README.md +++ b/configs/mobilevit/README.md @@ -20,9 +20,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ------------------ | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------------- |-------------| -| mobilevit_xx_small | 67.11 | 87.85 | 1.27 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilevit/mobilevit_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilevit/mobilevit_xx_small-6f2745c3-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ------------------ | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------- | +| mobilevit_xx_small | 67.11 | 87.85 | 64.91 | 1.27 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mobilevit/mobilevit_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mobilevit/mobilevit_xx_small-6f2745c3-910v2.ckpt) |
diff --git a/configs/nasnet/README.md b/configs/nasnet/README.md index 3922b8687..82ea0eb4b 100644 --- a/configs/nasnet/README.md +++ b/configs/nasnet/README.md @@ -35,9 +35,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| --------------- | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------- |-------------| -| nasnet_a_4x1056 | 74.12 | 91.36 | 5.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/nasnet/nasnet_a_4x1056_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/nasnet/nasnet_a_4x1056-015ba575c-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| --------------- | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------ | +| nasnet_a_4x1056 | 74.12 | 91.36 | 401.34 | 5.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/nasnet/nasnet_a_4x1056_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/nasnet/nasnet_a_4x1056-015ba575c-910v2.ckpt) |
diff --git a/configs/pit/README.md b/configs/pit/README.md index 4a5930034..e1b932f1b 100644 --- a/configs/pit/README.md +++ b/configs/pit/README.md @@ -22,9 +22,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| ------ | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------- |-------------| -| pit_ti | 73.26 | 91.57 | 4.85 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pit/pit_ti_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pit/pit_ti-33466a0d-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| ------ | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------- | +| pit_ti | 73.26 | 91.57 | 343.45 | 4.85 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pit/pit_ti_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pit/pit_ti-33466a0d-910v2.ckpt) |
diff --git a/configs/poolformer/README.md b/configs/poolformer/README.md index 806654052..4a9ff4887 100644 --- a/configs/poolformer/README.md +++ b/configs/poolformer/README.md @@ -20,9 +20,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -| :------------: | :-------: | :-------: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------- |-------------| -| poolformer_s12 | 77.49 | 93.55 | 11.92 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/poolformer/poolformer_s12_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/poolformer/poolformer_s12-c7e14eea-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :------------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------- | +| poolformer_s12 | 77.49 | 93.55 | 294.54 | 11.92 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/poolformer/poolformer_s12_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/poolformer/poolformer_s12-c7e14eea-910v2.ckpt) |
diff --git a/configs/pvt/README.md b/configs/pvt/README.md index 2b680bee8..c9bda7259 100644 --- a/configs/pvt/README.md +++ b/configs/pvt/README.md @@ -1,4 +1,4 @@ -# Pyramid Vision Transformer +# Pyramid Vision Transformer > [Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions](https://arxiv.org/abs/2102.12122) @@ -20,9 +20,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:--------:|:---------:|:---------:|:----------:|------------|--------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------| -| pvt_tiny | 74.88 | 92.12 | 13.23 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvt/pvt_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt/pvt_tiny-6676051f-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------- | +| pvt_tiny | 74.88 | 92.12 | 308.02 | 13.23 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvt/pvt_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt/pvt_tiny-6676051f-910v2.ckpt) |
diff --git a/configs/pvtv2/README.md b/configs/pvtv2/README.md index bdd6f951c..335903859 100644 --- a/configs/pvtv2/README.md +++ b/configs/pvtv2/README.md @@ -25,9 +25,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:---------:|:---------:|:---------:|:----------:|------------|-----------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------| -| pvt_v2_b0 | 71.25 | 90.50 | 3.67 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvtv2/pvt_v2_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt_v2/pvt_v2_b0-d9cd9d6a-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-------: | :-------: | :-------: | :-----: | :--------: | ---------- | --------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------- | +| pvt_v2_b0 | 71.25 | 90.50 | 343.22 | 3.67 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/pvtv2/pvt_v2_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/pvt_v2/pvt_v2_b0-d9cd9d6a-910v2.ckpt) |
diff --git a/configs/regnet/README.md b/configs/regnet/README.md index 2fdbd850f..1f6921f55 100644 --- a/configs/regnet/README.md +++ b/configs/regnet/README.md @@ -29,9 +29,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:--------------:|:---------:|:---------:|:----------:|------------|-----------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------| -| regnet_x_800mf | 76.11 | 93.00 | 7.26 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/regnet/regnet_x_800mf_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/regnet/regnet_x_800mf-68fe1cca-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :------------: | :-------: | :-------: | :-----: | :--------: | ---------- | --------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- | +| regnet_x_800mf | 76.11 | 93.00 | 50.29 | 7.26 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/regnet/regnet_x_800mf_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/regnet/regnet_x_800mf-68fe1cca-910v2.ckpt) |
diff --git a/configs/repvgg/README.md b/configs/repvgg/README.md index fb2bbb99e..689c2f306 100644 --- a/configs/repvgg/README.md +++ b/configs/repvgg/README.md @@ -40,10 +40,10 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:---------:|:---------:|:---------:|:----------:|------------|------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------| -| repvgg_a0 | 72.29 | 90.78 | 9.13 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a0-b67a9f15-910v2.ckpt) | -| repvgg_a1 | 73.68 | 91.51 | 14.12 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a1_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a1-a40aa623-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-------: | :-------: | :-------: | :-----: | :--------: | ---------- | ---------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------- | +| repvgg_a0 | 72.29 | 90.78 | 25.14 | 9.13 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a0-b67a9f15-910v2.ckpt) | +| repvgg_a1 | 73.68 | 91.51 | 31.78 | 14.12 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/repvgg/repvgg_a1_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/repvgg/repvgg_a1-a40aa623-910v2.ckpt) |
diff --git a/configs/res2net/README.md b/configs/res2net/README.md index 44af1cf55..148584c83 100644 --- a/configs/res2net/README.md +++ b/configs/res2net/README.md @@ -26,9 +26,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:---------:|:---------:|:---------:|:----------:|------------|--------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------| -| res2net50 | 79.33 | 94.64 | 25.76 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/res2net/res2net_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/res2net/res2net50-aa758355-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------ | +| res2net50 | 79.33 | 94.64 | 43.22 | 25.76 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/res2net/res2net_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/res2net/res2net50-aa758355-910v2.ckpt) |
diff --git a/configs/resnet/README.md b/configs/resnet/README.md index 6a60e32cb..b62df84bd 100644 --- a/configs/resnet/README.md +++ b/configs/resnet/README.md @@ -24,9 +24,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:--------:|:---------:|:---------:|:----------:|------------|------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------| -| resnet50 | 76.76 | 93.31 | 25.61 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnet/resnet_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnet/resnet50-f369a08d-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :------: | :-------: | :-------: | :-----: | :--------: | ---------- | ---------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------- | +| resnet50 | 76.76 | 93.31 | 32.96 | 25.61 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnet/resnet_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnet/resnet50-f369a08d-910v2.ckpt) |
diff --git a/configs/resnetv2/README.md b/configs/resnetv2/README.md index 42a81dfd2..d690c4504 100644 --- a/configs/resnetv2/README.md +++ b/configs/resnetv2/README.md @@ -23,9 +23,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:-----------:|:---------:|:---------:|:----------:|------------|----------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------| -| resnetv2_50 | 77.03 | 93.29 | 25.60 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnetv2/resnetv2_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnetv2/resnetv2_50-a0b9f7f8-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :---------: | :-------: | :-------: | :-----: | :--------: | ---------- | -------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------- | +| resnetv2_50 | 77.03 | 93.29 | 33.83 | 25.60 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnetv2/resnetv2_50_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnetv2/resnetv2_50-a0b9f7f8-910v2.ckpt) |
diff --git a/configs/resnext/README.md b/configs/resnext/README.md index 331023f3a..2850bf607 100644 --- a/configs/resnext/README.md +++ b/configs/resnext/README.md @@ -27,9 +27,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:---------------:|:---------:|:---------:|:----------:|------------|-------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------| -| resnext50_32x4d | 78.64 | 94.18 | 25.10 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnext/resnext50_32x4d_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnext/resnext50_32x4d-988f75bc-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-------------: | :-------: | :-------: | :-----: | :--------: | ---------- | ----------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------ | +| resnext50_32x4d | 78.64 | 94.18 | 46.18 | 25.10 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/resnext/resnext50_32x4d_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/resnext/resnext50_32x4d-988f75bc-910v2.ckpt) |
diff --git a/configs/rexnet/README.md b/configs/rexnet/README.md index e8905aa16..bafbc88db 100644 --- a/configs/rexnet/README.md +++ b/configs/rexnet/README.md @@ -18,9 +18,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:---------:|:---------:|:---------:|:----------:|------------|-------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------| -| rexnet_09 | 76.14 | 92.96 | 4.13 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/rexnet/rexnet_x09_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/rexnet/rexnet_09-00223eb4-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-------: | :-------: | :-------: | :-----: | :--------: | ---------- | ----------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------- | +| rexnet_09 | 76.14 | 92.96 | 142.77 | 4.13 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/rexnet/rexnet_x09_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/rexnet/rexnet_09-00223eb4-910v2.ckpt) |
diff --git a/configs/senet/README.md b/configs/senet/README.md index aa03b1217..dd7c963de 100644 --- a/configs/senet/README.md +++ b/configs/senet/README.md @@ -26,9 +26,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:----------:|:---------:|:---------:|:----------:|------------|------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------| -| seresnet18 | 72.05 | 90.59 | 11.80 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/senet/seresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/senet/seresnet18-7b971c78-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :--------: | :-------: | :-------: | :-----: | :--------: | ---------- | ---------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------- | +| seresnet18 | 72.05 | 90.59 | 48.72 | 11.80 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/senet/seresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/senet/seresnet18-7b971c78-910v2.ckpt) |
diff --git a/configs/shufflenetv1/README.md b/configs/shufflenetv1/README.md index 7af6d1587..fd43aea50 100644 --- a/configs/shufflenetv1/README.md +++ b/configs/shufflenetv1/README.md @@ -25,9 +25,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:-------------------:|:---------:|:---------:|:----------:|------------|--------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------| -| shufflenet_v1_g3_05 | 57.08 | 79.89 | 0.73 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv1/shufflenet_v1_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv1/shufflenet_v1_g3_05-56209ef3-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-----------------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------- | +| shufflenet_v1_g3_05 | 57.08 | 79.89 | 45.44 | 0.73 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv1/shufflenet_v1_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv1/shufflenet_v1_g3_05-56209ef3-910v2.ckpt) |
diff --git a/configs/shufflenetv2/README.md b/configs/shufflenetv2/README.md index e5649958c..196f4b03b 100644 --- a/configs/shufflenetv2/README.md +++ b/configs/shufflenetv2/README.md @@ -32,9 +32,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:------------------:|:---------:|:---------:|:----------:|------------|--------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------| -| shufflenet_v2_x0_5 | 60.65 | 82.26 | 1.37 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv2/shufflenet_v2_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv2/shufflenet_v2_x0_5-39d05bb6-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :----------------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------- | +| shufflenet_v2_x0_5 | 60.65 | 82.26 | 47.18 | 1.37 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/shufflenetv2/shufflenet_v2_0.5_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/shufflenet/shufflenetv2/shufflenet_v2_x0_5-39d05bb6-910v2.ckpt) |
diff --git a/configs/sknet/README.md b/configs/sknet/README.md index c06ca81ff..e2ea9ce2e 100644 --- a/configs/sknet/README.md +++ b/configs/sknet/README.md @@ -30,9 +30,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:----------:|:---------:|:---------:|:----------:|------------|------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------| -| skresnet18 | 72.85 | 90.83 | 11.97 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/sknet/skresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/sknet/skresnet18-9d8b1afc-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :--------: | :-------: | :-------: | :-----: | :--------: | ---------- | ---------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------- | +| skresnet18 | 72.85 | 90.83 | 48.35 | 11.97 | 64 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/sknet/skresnet18_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/sknet/skresnet18-9d8b1afc-910v2.ckpt) |
diff --git a/configs/squeezenet/README.md b/configs/squeezenet/README.md index 0e9ed2eb1..3a1e15db1 100644 --- a/configs/squeezenet/README.md +++ b/configs/squeezenet/README.md @@ -27,9 +27,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:-------------:|:---------:|:---------:|:----------:|------------|---------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------| -| squeezenet1_0 | 58.75 | 80.76 | 1.25 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/squeezenet/squeezenet_1.0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/squeezenet/squeezenet1_0-24010b28-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-----------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------- | +| squeezenet1_0 | 58.75 | 80.76 | 24.28 | 1.25 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/squeezenet/squeezenet_1.0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/squeezenet/squeezenet1_0-24010b28-910v2.ckpt) |
diff --git a/configs/swintransformer/README.md b/configs/swintransformer/README.md index 1e4fecae8..5c45e3ac6 100644 --- a/configs/swintransformer/README.md +++ b/configs/swintransformer/README.md @@ -43,9 +43,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:---------:|:---------:|:---------:|:----------:|------------|---------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------| -| swin_tiny | 80.90 | 94.90 | 33.38 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformer/swin_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swin/swin_tiny-72b3c5e6-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- | +| swin_tiny | 80.90 | 94.90 | 637.41 | 33.38 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformer/swin_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swin/swin_tiny-72b3c5e6-910v2.ckpt) |
diff --git a/configs/swintransformerv2/README.md b/configs/swintransformerv2/README.md index 63b221a91..aa97b1a95 100644 --- a/configs/swintransformerv2/README.md +++ b/configs/swintransformerv2/README.md @@ -28,9 +28,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:-------------------:|:---------:|:---------:|:----------:|------------|---------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------| -| swinv2_tiny_window8 | 81.38 | 95.46 | 28.78 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformerv2/swinv2_tiny_window8_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swinv2/swinv2_tiny_window8-70c5e903-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :-----------------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------- | +| swinv2_tiny_window8 | 81.38 | 95.46 | 380.93 | 28.78 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/swintransformerv2/swinv2_tiny_window8_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/swinv2/swinv2_tiny_window8-70c5e903-910v2.ckpt) |
diff --git a/configs/vgg/README.md b/configs/vgg/README.md index a6dd460eb..cde8310c1 100644 --- a/configs/vgg/README.md +++ b/configs/vgg/README.md @@ -39,10 +39,10 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:-----:|:---------:|:---------:|:----------:|------------|-----------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------| -| vgg13 | 72.81 | 91.02 | 133.04 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg13_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg13-7756f33c-910v2.ckpt) | -| vgg19 | 75.24 | 92.55 | 143.66 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg19_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg19-5104d1ea-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :---: | :-------: | :-------: | :-----: | :--------: | ---------- | --------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------- | +| vgg13 | 72.81 | 91.02 | 30.97 | 133.04 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg13_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg13-7756f33c-910v2.ckpt) | +| vgg19 | 75.24 | 92.55 | 40.02 | 143.66 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/vgg/vgg19_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/vgg/vgg19-5104d1ea-910v2.ckpt) |
diff --git a/configs/visformer/README.md b/configs/visformer/README.md index 1594f342b..1a1e688bc 100644 --- a/configs/visformer/README.md +++ b/configs/visformer/README.md @@ -28,9 +28,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:--------------:|:---------:|:---------:|:----------:|------------|--------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------| -| visformer_tiny | 78.40 | 94.30 | 10.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/visformer/visformer_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/visformer/visformer_tiny-df995ba4-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :------------: | :-------: | :-------: | :-----: | :--------: | ---------- | ------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------- | +| visformer_tiny | 78.40 | 94.30 | 311.34 | 10.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/visformer/visformer_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/visformer/visformer_tiny-df995ba4-910v2.ckpt) |
diff --git a/configs/xcit/README.md b/configs/xcit/README.md index 1f8b4b306..b408a02b0 100644 --- a/configs/xcit/README.md +++ b/configs/xcit/README.md @@ -25,9 +25,9 @@ performance tested on ascend 910*(8p) with graph mode
-| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download | -|:--------------------:|:---------:|:---------:|:----------:|------------|-----------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------| -| xcit_tiny_12_p16_224 | 77.27 | 93.56 | 7.00 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/xcit/xcit_tiny_12_p16_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/xcit/xcit_tiny_12_p16_224-bd90776e-910v2.ckpt) | +| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download | +| :------------------: | :-------: | :-------: | :-----: | :--------: | ---------- | --------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------- | +| xcit_tiny_12_p16_224 | 77.27 | 93.56 | 320.25 | 7.00 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/xcit/xcit_tiny_12_p16_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/xcit/xcit_tiny_12_p16_224-bd90776e-910v2.ckpt) |