XAI cls notebook update

[GalyaZalesskaya]

What was done:

• Updated structure according to Mark and Minje
• Updated calls according to updated API
• Updated comments & text
• Fixed overlay issue

Issues:

• explanation = explainer(image, target_explain_group=TargetExplainGroup.ALL) fails with error: OpenCV(4.9.0) /io/opencv/modules/imgproc/src/resize.cpp:3789: error: (-215:Assertion failed) !dsize.empty() in function 'resize'

TODO:

• Update README: update structure, add reciprocam arxiv link
• Substitute loading tests/assets/cheetah_person.jpg image with wget link (can be done during PR to OV_notebooks)
• Fix minor text issues
• Update pypl modules for numpy 2.0 to compile
• Check that target_layer for MobiilenetV3 is correct. It returns correct values, but it's not the last conv layer

Question:

• Do we need Advanced section and Insert XAI branch section
• There's duplicated code

  
  # Check saved saliency maps
  print(f"Saliency maps were generated for the following classes: {list(explanation.saliency_map.keys())}")
  print(f"Saliency map size: {explanation.shape}")

Show saliency maps for cheetah class

cheetah_raw_sal_map = explanation.saliency_map[cheetah_class_index] cheetah_raw_sal_map = cv2.cvtColor(cheetah_raw_sal_map, cv2.COLOR_BGR2RGB)

plt.imshow(cheetah_raw_sal_map) plt.show()

Can be moved to xai.utils as `get_sal_map_info` for better readability

[GalyaZalesskaya]

@itrushkin Hi Ilya, there's a draft version of notebook that we discussed. Will appreciate any feedback. Also, there's a question: is there a preferable for OV_notebooks tool to generate Table of Content and add "to the top" links in esch cell as it's done in OV_notebooks?

[itrushkin]

@itrushkin Hi Ilya, there's a draft version of notebook that we discussed. Will appreciate any feedback. Also, there's a question: is there a preferable for OV_notebooks tool to generate Table of Content and add "to the top" links in esch cell as it's done in OV_notebooks?

There is a Python script that generates a table of contents and links to the top using a headers structure: https://github.com/openvinotoolkit/openvino_notebooks/blob/latest/.ci/table_of_content.py It expects -s argument for the notebook location.