Implement interpretability maps for ColModernVBert and ColIdefi… #358
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@ManuelFay @paultltc @tonywu71 happy for any feedback you can provide. |
Author
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As I understand, the “bleeding” happens when we upsample the 64×64 similarity grid to overlay on the original image and that its harmless. Happy to stand corrected. |
Move generate_interpretability_maps.py from tests/models/modernvbert/ to examples/interpretability/colmodernvbert/ to better reflect its purpose as an example script rather than a test.
…bility functionality Add handling for None longest_edge parameter in ColModernVBertProcessor and ColIdefics3Processor to support research use cases where resizing should be disabled. When longest_edge is None, original image dimensions are preserved. Add get_local_image_mask() method to ColIdefics3Processor to identify local image tokens while excluding global patch tokens, enabling better spatial correspondence for interpretability analysis
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Updated with lots of maps. Would appreciate a review! |
…in for interpretability functionality
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My take on adding interpretability to colmodernvbert and colidefics3processor. Happy to take suggestions for improvements, if you think it's useful, but if not, happy to close it.
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