From 40559b0561cab50426128f859473245a3403d796 Mon Sep 17 00:00:00 2001 From: Yunchu Lee Date: Fri, 17 Mar 2023 17:46:16 +0900 Subject: [PATCH 01/10] [CI] Updated daily workflow (#1904) Updated daily workflow - remove if statement to allow running on any branch by manually --- .github/workflows/daily.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/.github/workflows/daily.yml b/.github/workflows/daily.yml index 4ea8cecd687..67a2cce0a62 100644 --- a/.github/workflows/daily.yml +++ b/.github/workflows/daily.yml @@ -10,7 +10,6 @@ jobs: Daily-Tests: runs-on: [self-hosted, linux, x64, dev] timeout-minutes: 1440 - if: github.ref == 'refs/heads/develop' steps: - name: Checkout repository uses: actions/checkout@v3 From cd2519fcf929e78963710511f5c6c1fc3b56616c Mon Sep 17 00:00:00 2001 From: Eunwoo Shin Date: Mon, 20 Mar 2023 09:39:04 +0900 Subject: [PATCH 02/10] [FIX] re-bugfix: ATSS head loss (#1907) re bugfix --- .../mmdet/models/heads/custom_atss_head.py | 14 ++++++-------- 1 file changed, 6 insertions(+), 8 deletions(-) diff --git a/otx/algorithms/detection/adapters/mmdet/models/heads/custom_atss_head.py b/otx/algorithms/detection/adapters/mmdet/models/heads/custom_atss_head.py index deb7abfee95..0f57b49f907 100644 --- a/otx/algorithms/detection/adapters/mmdet/models/heads/custom_atss_head.py +++ b/otx/algorithms/detection/adapters/mmdet/models/heads/custom_atss_head.py @@ -172,18 +172,16 @@ def loss_single( pos_centerness = centerness[pos_inds] centerness_targets = self.centerness_target(pos_anchors, pos_bbox_targets) - pos_decode_bbox_pred = self.bbox_coder.decode(pos_anchors, pos_bbox_pred) - pos_decode_bbox_targets = self.bbox_coder.decode(pos_anchors, pos_bbox_targets) + if self.reg_decoded_bbox: + pos_bbox_pred = self.bbox_coder.decode(pos_anchors, pos_bbox_pred) if self.use_qfl: - quality[pos_inds] = bbox_overlaps( - pos_decode_bbox_pred.detach(), pos_decode_bbox_targets, is_aligned=True - ).clamp(min=1e-6) + quality[pos_inds] = bbox_overlaps(pos_bbox_pred.detach(), pos_bbox_targets, is_aligned=True).clamp( + min=1e-6 + ) # regression loss - loss_bbox = self.loss_bbox( - pos_decode_bbox_pred, pos_decode_bbox_targets, weight=centerness_targets, avg_factor=1.0 - ) + loss_bbox = self.loss_bbox(pos_bbox_pred, pos_bbox_targets, weight=centerness_targets, avg_factor=1.0) # centerness loss loss_centerness = self.loss_centerness(pos_centerness, centerness_targets, avg_factor=num_total_samples) From 07a8458211754f03f23e5afabaa228218887b9b0 Mon Sep 17 00:00:00 2001 From: Galina Date: Tue, 28 Feb 2023 14:29:33 +0200 Subject: [PATCH 03/10] Fix typos --- .../source/guide/tutorials/base/how_to_train/classification.rst | 2 +- .../action/configs/classification/movinet/template.yaml | 2 +- otx/algorithms/action/configs/classification/x3d/template.yaml | 2 +- otx/cli/manager/config_manager.py | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/guide/tutorials/base/how_to_train/classification.rst b/docs/source/guide/tutorials/base/how_to_train/classification.rst index ff66d4b7f39..09064f359b6 100644 --- a/docs/source/guide/tutorials/base/how_to_train/classification.rst +++ b/docs/source/guide/tutorials/base/how_to_train/classification.rst @@ -120,7 +120,7 @@ Let's prepare an OpenVINO™ Training Extensions classification workspace runnin (otx) ...$ cd ./otx-workspace-CLASSIFICATION -It will create **otx-workspace-CLASSIFICATION** with all necessery configs for MobileNet-V3-large-1x, prepared ``data.yaml`` to simplify CLI commands launch and splitted dataset named ``splitted_dataset``. +It will create **otx-workspace-CLASSIFICATION** with all necessary configs for MobileNet-V3-large-1x, prepared ``data.yaml`` to simplify CLI commands launch and splitted dataset named ``splitted_dataset``. 3. To start training you need to call ``otx train`` command in our workspace: diff --git a/otx/algorithms/action/configs/classification/movinet/template.yaml b/otx/algorithms/action/configs/classification/movinet/template.yaml index 6fee18320db..4b7d0f2585b 100644 --- a/otx/algorithms/action/configs/classification/movinet/template.yaml +++ b/otx/algorithms/action/configs/classification/movinet/template.yaml @@ -1,5 +1,5 @@ # Description. -model_template_id: Custom_Action_Classificaiton_MoViNet +model_template_id: Custom_Action_Classification_MoViNet name: MoViNet task_type: ACTION_CLASSIFICATION task_family: VISION diff --git a/otx/algorithms/action/configs/classification/x3d/template.yaml b/otx/algorithms/action/configs/classification/x3d/template.yaml index c214e0a282d..4455dfbfa43 100644 --- a/otx/algorithms/action/configs/classification/x3d/template.yaml +++ b/otx/algorithms/action/configs/classification/x3d/template.yaml @@ -1,5 +1,5 @@ # Description. -model_template_id: Custom_Action_Classificaiton_X3D +model_template_id: Custom_Action_Classification_X3D name: X3D task_type: ACTION_CLASSIFICATION task_family: VISION diff --git a/otx/cli/manager/config_manager.py b/otx/cli/manager/config_manager.py index 906f1d77e20..17900e15cfd 100644 --- a/otx/cli/manager/config_manager.py +++ b/otx/cli/manager/config_manager.py @@ -26,7 +26,7 @@ "INSTANCE_SEGMENTATION": "Custom_Counting_Instance_Segmentation_MaskRCNN_ResNet50", "ROTATED_DETECTION": "Custom_Rotated_Detection_via_Instance_Segmentation_MaskRCNN_ResNet50", "SEGMENTATION": "Custom_Semantic_Segmentation_Lite-HRNet-18-mod2_OCR", - "ACTION_CLASSIFICATION": "Custom_Action_Classificaiton_X3D", + "ACTION_CLASSIFICATION": "Custom_Action_Classification_X3D", "ACTION_DETECTION": "Custom_Action_Detection_X3D_FAST_RCNN", "ANOMALY_CLASSIFICATION": "ote_anomaly_classification_padim", "ANOMALY_DETECTION": "ote_anomaly_detection_padim", From 4af0c04eec166e5c9701456800a8f9345a90d794 Mon Sep 17 00:00:00 2001 From: Galina Date: Mon, 20 Mar 2023 19:28:21 +0200 Subject: [PATCH 04/10] Explanation of Explanation --- .../explanation/additional_features/index.rst | 1 + .../explanation/additional_features/xai.rst | 93 +++++++++++++++++++ 2 files changed, 94 insertions(+) create mode 100644 docs/source/guide/explanation/additional_features/xai.rst diff --git a/docs/source/guide/explanation/additional_features/index.rst b/docs/source/guide/explanation/additional_features/index.rst index 5bfdaf77e16..9e76843e82e 100644 --- a/docs/source/guide/explanation/additional_features/index.rst +++ b/docs/source/guide/explanation/additional_features/index.rst @@ -9,3 +9,4 @@ Additional Features models_optimization hpo auto_configuration + xai diff --git a/docs/source/guide/explanation/additional_features/xai.rst b/docs/source/guide/explanation/additional_features/xai.rst new file mode 100644 index 00000000000..8f8b48f9a1a --- /dev/null +++ b/docs/source/guide/explanation/additional_features/xai.rst @@ -0,0 +1,93 @@ +Explainable AI +================== + +Explainable AI is a set of tools + +Explainable AI (XAI) is a field of research that aims to make machine learning models more transparent and interpretable to humans. +The goal is to help users understand how and why AI systems make decisions, to provide insight into their inner workings, detect, analyze and prevent common mistakes like the lack of data diversity for certain objects. +XAI can help to build trust in AI, make sure that the model is safe for development and increase its adoption in various domains. + +The most XAI tools generate **saliency maps** as a part of the process. It's a visual representation suitable for human understanding that highlights the most important parts of an image, there network focused the most. It looks like a heatmap there warm-colored areas represent the areas with main focuses. + +| + +.. image:: ../../../../../utils/images/xai_example.jpg + :width: 600 + :alt: this image shows the result of XAI algorithm + +| + + + + +************************* +Classification algorithms +************************* + +| + +.. image:: ../../../../../utils/images/xai_cls.jpg + :width: 600 + :alt: this image shows the comparison of XAI classification algorithms + +| + + + +For classification networks these algorithms are used to generate saliency maps: + +- **Activation Map​** - this is the most basic and naive approach. It takes the outputs of the model's feature extractor (backbone) and averages it in channel dimension. +The results are highly rely on backbone and ignore neck and head computations. Basically, it gives a relatively good and fast result. + +- `Eigen-Cam `_ uses Principal Compomponent Analisys (PCA). It returns the first principal component of the feature extractor output, which in most of the time corresponds to the dominant object. +The results are highly rely on backbone as well and ignore neck and head computations. + +- `Recipro-CAM​ `_ uses Class Activation Mapping (CAM) to weight the activation map for each class, so it can generate different saliency per class. +Recipro-CAM is a fast gradient-free Reciprocal CAM method. Method involves spatially masking the extracted feature maps to exploit the correlation between activation maps and network predictions for target classes. + + +Below we show the comparison of described algorithms: + ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Cls algo | Activation Map | Eigen-Cam | Recipro-CAM | ++===========================================+================+================+=========================================================================+ +| Need access to model internal state | Yes | Yes | Yes ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Gradient-free | Yes | Yes | Yes ++-------------------------------------------+---------------------------------+-------------------------------------------------------------------------+ +| Single-shot | Yes | Yes | No (re-infer neck + head H*W times, where HxW – feature map size) ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Class discrimination | No | No | Yes ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Execution speed | Fast | Fast | Medium ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ + + +************************* +Detection algorithms +************************* + +To generate saliency map for detection task we use only **DetClassProbabilityMap** algorithm. +It's the naive approach for detection that takes raw classification head output, and uses class probability maps to calculate region of interests for each class. For know, this algorithm is implemented for single-stage detectors only.​ + +The main limitation of this method is that ,due to training loss design, activation values drift towards the center of the object. It limits the getting of clear explanations in the near-edge image areas.​ + +​+-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Cls algo | Activation Map | Eigen-Cam | Recipro-CAM | ++===========================================+================+================+=========================================================================+ +| Need access to model internal state | Yes | Yes | Yes ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Gradient-free | Yes | Yes | Yes ++-------------------------------------------+---------------------------------+-------------------------------------------------------------------------+ +| Single-shot | Yes | Yes | No (re-infer neck + head H*W times, where HxW – feature map size) ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Class discrimination | No | No | Yes ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Execution speed | Fast | Fast | Medium ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ + + + +.. .. code-block:: + +.. $ otx train From fc74550117550e04dfff03bfc221a2ab0429289a Mon Sep 17 00:00:00 2001 From: Galina Date: Tue, 21 Mar 2023 16:07:18 +0200 Subject: [PATCH 05/10] Add images & typo fixes --- .../explanation/additional_features/xai.rst | 98 ++++++++---------- .../quick_start_guide/cli_commands.rst | 2 +- .../guide/tutorials/advanced/self_sl.rst | 2 +- .../guide/tutorials/advanced/semi_sl.rst | 4 +- docs/source/guide/tutorials/base/demo.rst | 6 +- docs/source/guide/tutorials/base/explain.rst | 20 +++- .../base/how_to_train/classification.rst | 1 + docs/source/guide/tutorials/index.rst | 1 + docs/utils/images/xai_cls.jpg | Bin 0 -> 251865 bytes docs/utils/images/xai_det.jpg | Bin 0 -> 171342 bytes docs/utils/images/xai_example.jpg | Bin 0 -> 57768 bytes 11 files changed, 71 insertions(+), 63 deletions(-) create mode 100644 docs/utils/images/xai_cls.jpg create mode 100644 docs/utils/images/xai_det.jpg create mode 100644 docs/utils/images/xai_example.jpg diff --git a/docs/source/guide/explanation/additional_features/xai.rst b/docs/source/guide/explanation/additional_features/xai.rst index 8f8b48f9a1a..38d064ab745 100644 --- a/docs/source/guide/explanation/additional_features/xai.rst +++ b/docs/source/guide/explanation/additional_features/xai.rst @@ -1,65 +1,53 @@ -Explainable AI -================== +Explainable AI (XAI) +==================== -Explainable AI is a set of tools - -Explainable AI (XAI) is a field of research that aims to make machine learning models more transparent and interpretable to humans. -The goal is to help users understand how and why AI systems make decisions, to provide insight into their inner workings, detect, analyze and prevent common mistakes like the lack of data diversity for certain objects. +**Explainable AI (XAI)** is a field of research that aims to make machine learning models more transparent and interpretable to humans. +The goal is to help users understand how and why AI systems make decisions and provide insight into their inner workings. It allows us to detect, analyze, and prevent common mistakes like the lack of data diversity for certain objects. XAI can help to build trust in AI, make sure that the model is safe for development and increase its adoption in various domains. -The most XAI tools generate **saliency maps** as a part of the process. It's a visual representation suitable for human understanding that highlights the most important parts of an image, there network focused the most. It looks like a heatmap there warm-colored areas represent the areas with main focuses. +Most XAI tools generate **saliency maps** as a part of the process. It is a visual representation, suitable for human comprehension, that highlights the most important parts of the image that the network has focused on the most. +It looks like a heatmap, where warm-colored areas represent the areas with main focuses. -| -.. image:: ../../../../../utils/images/xai_example.jpg +.. image:: ../../../../utils/images/xai_example.jpg :width: 600 :alt: this image shows the result of XAI algorithm -| - - +We can generate saliency maps for a certain model that was trained in OpenVINO™ Training Extensions, using ``otx explain`` command line. Learn more about its usage in :doc:`../../tutorials/base/explain` tutorial. ************************* Classification algorithms ************************* -| - -.. image:: ../../../../../utils/images/xai_cls.jpg +.. image:: ../../../../utils/images/xai_cls.jpg :width: 600 :alt: this image shows the comparison of XAI classification algorithms -| - - For classification networks these algorithms are used to generate saliency maps: -- **Activation Map​** - this is the most basic and naive approach. It takes the outputs of the model's feature extractor (backbone) and averages it in channel dimension. -The results are highly rely on backbone and ignore neck and head computations. Basically, it gives a relatively good and fast result. +- **Activation Map​** - this is the most basic and naive approach. It takes the outputs of the model's feature extractor (backbone) and averages it in channel dimension. The results highly rely on the backbone and ignore neck and head computations. Basically, it gives a relatively good and fast result. -- `Eigen-Cam `_ uses Principal Compomponent Analisys (PCA). It returns the first principal component of the feature extractor output, which in most of the time corresponds to the dominant object. -The results are highly rely on backbone as well and ignore neck and head computations. +- `Eigen-Cam `_ uses Principal Component Analysis (PCA). It returns the first principal component of the feature extractor output, which most of the time corresponds to the dominant object. The results highly rely on the backbone as well and ignore neck and head computations. -- `Recipro-CAM​ `_ uses Class Activation Mapping (CAM) to weight the activation map for each class, so it can generate different saliency per class. -Recipro-CAM is a fast gradient-free Reciprocal CAM method. Method involves spatially masking the extracted feature maps to exploit the correlation between activation maps and network predictions for target classes. +- `Recipro-CAM​ `_ uses Class Activation Mapping (CAM) to weigh the activation map for each class, so it can generate different saliency per class. Recipro-CAM is a fast gradient-free Reciprocal CAM method. The method involves spatially masking the extracted feature maps to exploit the correlation between activation maps and network predictions for target classes. Below we show the comparison of described algorithms: +-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Cls algo | Activation Map | Eigen-Cam | Recipro-CAM | +| Classification algorithm | Activation Map | Eigen-Cam | Recipro-CAM | +===========================================+================+================+=========================================================================+ -| Need access to model internal state | Yes | Yes | Yes +| Need access to model internal state | Yes | Yes | Yes | ++-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +| Gradient-free | Yes | Yes | Yes | +-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Gradient-free | Yes | Yes | Yes -+-------------------------------------------+---------------------------------+-------------------------------------------------------------------------+ -| Single-shot | Yes | Yes | No (re-infer neck + head H*W times, where HxW – feature map size) +| Single-shot | Yes | Yes | No (re-infer neck + head H*W times, where HxW – feature map size) | +-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Class discrimination | No | No | Yes +| Class discrimination | No | No | Yes | +-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Execution speed | Fast | Fast | Medium +| Execution speed | Fast | Fast | Medium | +-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ @@ -67,27 +55,29 @@ Below we show the comparison of described algorithms: Detection algorithms ************************* -To generate saliency map for detection task we use only **DetClassProbabilityMap** algorithm. -It's the naive approach for detection that takes raw classification head output, and uses class probability maps to calculate region of interests for each class. For know, this algorithm is implemented for single-stage detectors only.​ - -The main limitation of this method is that ,due to training loss design, activation values drift towards the center of the object. It limits the getting of clear explanations in the near-edge image areas.​ - -​+-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Cls algo | Activation Map | Eigen-Cam | Recipro-CAM | -+===========================================+================+================+=========================================================================+ -| Need access to model internal state | Yes | Yes | Yes -+-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Gradient-free | Yes | Yes | Yes -+-------------------------------------------+---------------------------------+-------------------------------------------------------------------------+ -| Single-shot | Yes | Yes | No (re-infer neck + head H*W times, where HxW – feature map size) -+-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Class discrimination | No | No | Yes -+-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ -| Execution speed | Fast | Fast | Medium -+-------------------------------------------+----------------+----------------+-------------------------------------------------------------------------+ +To generate a saliency map for the detection task, we use the **DetClassProbabilityMap** algorithm. +It's the naive approach for detection that takes the raw classification head output and uses class probability maps to calculate regions of interest for each class. So, it creates different salience maps for each class. +For now, this algorithm is implemented for single-stage detectors only.​ - - -.. .. code-block:: - -.. $ otx train +.. image:: ../../../../utils/images/xai_det.jpg + :width: 600 + :alt: this image shows the detailed description of XAI detection algorithm + + +The main limitation of this method is that, due to training loss design, activation values drift towards the center of the object. It limits the getting of clear explanations in the near-edge image areas.​ + ++-------------------------------------------+-------------------------------------------------------------------------+ +| Detection algorithm | DetClassProbabilityMap | ++===========================================+=========================================================================+ +| Need access to model internal state | Yes | ++-------------------------------------------+-------------------------------------------------------------------------+ +| Gradient-free | Yes | ++-------------------------------------------+-------------------------------------------------------------------------+ +| Single-shot | Yes | ++-------------------------------------------+-------------------------------------------------------------------------+ +| Class discrimination | No | ++-------------------------------------------+-------------------------------------------------------------------------+ +| Box discrimination | No | ++-------------------------------------------+-------------------------------------------------------------------------+ +| Execution speed | Fast | ++-------------------------------------------+-------------------------------------------------------------------------+ diff --git a/docs/source/guide/get_started/quick_start_guide/cli_commands.rst b/docs/source/guide/get_started/quick_start_guide/cli_commands.rst index 2d628d9c4a9..145d7a77793 100644 --- a/docs/source/guide/get_started/quick_start_guide/cli_commands.rst +++ b/docs/source/guide/get_started/quick_start_guide/cli_commands.rst @@ -399,7 +399,7 @@ The command below will evaluate the trained model on the provided dataset: Explanation *********** -``otx explain`` runs the explanation algorithm of a model on the specific dataset. It helps explain the model's decision-making process in a way that is easily understood by humans. +``otx explain`` runs the explainable AI (XAI) algorithm of a model on the specific dataset. It helps explain the model's decision-making process in a way that is easily understood by humans. With the ``--help`` command, you can list additional information, such as its parameters common to all model templates: diff --git a/docs/source/guide/tutorials/advanced/self_sl.rst b/docs/source/guide/tutorials/advanced/self_sl.rst index 96de2beb42c..8fc601937a3 100644 --- a/docs/source/guide/tutorials/advanced/self_sl.rst +++ b/docs/source/guide/tutorials/advanced/self_sl.rst @@ -21,7 +21,7 @@ The process has been tested on the following configuration: Setup virtual environment ************************* -1. You can follow the installation process from a :doc:`quick start guide <../../../get_started/quick_start_guide/installation>` +1. You can follow the installation process from a :doc:`quick start guide <../../get_started/quick_start_guide/installation>` to create a universal virtual environment for OpenVINO™ Training Extensions. 2. Activate your virtual diff --git a/docs/source/guide/tutorials/advanced/semi_sl.rst b/docs/source/guide/tutorials/advanced/semi_sl.rst index cce334631e9..db43cbf356e 100644 --- a/docs/source/guide/tutorials/advanced/semi_sl.rst +++ b/docs/source/guide/tutorials/advanced/semi_sl.rst @@ -44,7 +44,7 @@ This tutorial explains how to train a model in semi-supervised learning mode and Setup virtual environment ************************* -1. You can follow the installation process from a :doc:`quick start guide <../../../get_started/quick_start_guide/installation>` +1. You can follow the installation process from a :doc:`quick start guide <../../get_started/quick_start_guide/installation>` to create a universal virtual environment for OpenVINO™ Training Extensions. 2. Activate your virtual @@ -128,7 +128,7 @@ Enable via ``otx train`` *************************** 1. To enable semi-supervised learning directly via ``otx train``, we need to add arguments ``--unlabeled-data-roots`` and ``--algo_backend.train_type`` -which is one of template-specific parameters (details are provided in `quick start guide <../../get_started/quick_start_guide/cli_commands.html#training>`__.) +which is one of template-specific parameters (details are provided in `quick start guide <../../get_started/quick_start_guide/cli_commands.html#training>`__). .. code-block:: diff --git a/docs/source/guide/tutorials/base/demo.rst b/docs/source/guide/tutorials/base/demo.rst index 2ca856df0ae..735cc664515 100644 --- a/docs/source/guide/tutorials/base/demo.rst +++ b/docs/source/guide/tutorials/base/demo.rst @@ -8,7 +8,7 @@ It allows you to apply the model on the custom data or the online footage from a This tutorial uses an object detection model for example, however for other tasks the functionality remains the same - you just need to replace the input dataset with your own. -For visualization you use images from WGISD dataset from the :doc: `object detection tutorial `. +For visualization you use images from WGISD dataset from the :doc:`object detection tutorial `. 1. Activate the virtual environment created in the previous step. @@ -69,8 +69,8 @@ You can check a list of camera devices by running the command line below on Linu .. code-block:: - sudo apt-get install v4l-utils - v4l2-ctl --list-devices + (demo) ...$ sudo apt-get install v4l-utils + (demo) ...$ v4l2-ctl --list-devices The output will look like this: diff --git a/docs/source/guide/tutorials/base/explain.rst b/docs/source/guide/tutorials/base/explain.rst index dba54b63d14..b52244fa187 100644 --- a/docs/source/guide/tutorials/base/explain.rst +++ b/docs/source/guide/tutorials/base/explain.rst @@ -26,9 +26,25 @@ at the path specified by ``--save-explanation-to``. .. code-block:: - otx explain --explain-data-roots otx-workspace-DETECTION/splitted_dataset/val/ --save-explanation-to outputs/explanation --load-weights outputs/weights.pth + otx explain --explain-data-roots otx-workspace-DETECTION/splitted_dataset/val/ \ + --save-explanation-to outputs/explanation \ + --load-weights outputs/weights.pth -3. As a result we will get a folder with a pair of generated +3. To specify the algorithm of saliency map creation for classification, +we can define the ``--explain-algorithm`` parameter. + +- ``activationmap`` - for activation map classification algorithm +- ``eigencam`` - for Eigen-Cam classification algorithm +- ``classwisesaliencymap`` - for Recipro-CAM classification algorithm, this is a default method + +For detection task, the ``classwisesaliencymap`` is only supported, so we don't need to specify it. + +.. note:: + + Learn more about Explainable AI and its algorithms in :doc:`XAI explanation section <../../explanation/additional_features/xai>` + + +4. As a result we will get a folder with a pair of generated images for each image in ``--explain-data-roots``: - saliency map - where red color means more attention of the model diff --git a/docs/source/guide/tutorials/base/how_to_train/classification.rst b/docs/source/guide/tutorials/base/how_to_train/classification.rst index 09064f359b6..d645d9ec0ee 100644 --- a/docs/source/guide/tutorials/base/how_to_train/classification.rst +++ b/docs/source/guide/tutorials/base/how_to_train/classification.rst @@ -56,6 +56,7 @@ with the following command: cd .. | + .. image:: ../../../../../utils/images/flowers_example.jpg :width: 600 diff --git a/docs/source/guide/tutorials/index.rst b/docs/source/guide/tutorials/index.rst index 7e679cbe38e..582efdd9193 100644 --- a/docs/source/guide/tutorials/index.rst +++ b/docs/source/guide/tutorials/index.rst @@ -6,6 +6,7 @@ This section reveals how to use ``CLI``, both base and advanced features. 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