README_PLANT.md

Plant Model

用Tensorflow Slim 提供的pre-train過的model來訓練模型

Download Pre-trained Model

Download the model "ResNet V2 50" - http://download.tensorflow.org/models/resnet_v2_50_2017_04_14.tar.gz from https://github.com/tensorflow/models/tree/master/research/slim

Training

research/slim/train_image_classifier.py --train_dir=resnet_v2_50_plants_non_exif --dataset_name=plants --dataset_split_name=train --dataset_dir={DATESET_DIR} --model_name=resnet_v2_50 --clone_on_cpu --checkpoint_path=resnet_v2_50_2017_04_14/resnet_v2_50.ckpt --checkpoint_exclude_scopes=resnet_v2_50/logits --save_summaries_secs=120 --save_interval_secs=120 --num_preprocessing_threads=4 --trainable_scopes=resnet_v2_50/logits

Evaluation

research/slim/eval_image_classifier.py --alsologtostderr --checkpoint_path=resnet_v2_50_plants_non_exif/ --dataset_dir={DATESET_DIR} --dataset_name=plants --dataset_split_name=validation --model_name=resnet_v2_50

Jupyter notebook:

plant.ipynb