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interpretability with cats and dogs#493

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rijobro merged 5 commits into
Project-MONAI:masterfrom
rijobro:cats_n_dogs_interp
Jan 13, 2022
Merged

interpretability with cats and dogs#493
rijobro merged 5 commits into
Project-MONAI:masterfrom
rijobro:cats_n_dogs_interp

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@rijobro

@rijobro rijobro commented Dec 23, 2021

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I was unsure of our implementations of GradCAM and occlusion sensitivity, so I tested on a binary dog/cat classification task.

I think these results are easier to understand than our other interpretability notebooks:

image

Requires PR Project-MONAI/MONAI#3543.

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  • Notebook runs automatically ./runner [-p <regex_pattern>]

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@wyli

wyli commented Dec 29, 2021

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perhaps exclude this file from the testing pipelines because the dataset is not automatically available

tutorials/runner.sh

Lines 61 to 66 in 1608664

pattern="-and -name '*' -and ! -wholename '*federated_learning*'\
-and ! -wholename '*transchex_openi*'\
-and ! -wholename '*unetr_btcv*'\
-and ! -wholename '*profiling_camelyon*'\
-and ! -wholename '*profiling_train_base_nvtx*'\
-and ! -wholename '*benchmark_global_mutual_information*'"

@rijobro

rijobro commented Jan 5, 2022

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@wyli , thanks done!

@rijobro rijobro enabled auto-merge (squash) January 5, 2022 17:22
@rijobro rijobro merged commit a187ea9 into Project-MONAI:master Jan 13, 2022
@rijobro rijobro deleted the cats_n_dogs_interp branch January 14, 2022 09:45
boneseva pushed a commit to boneseva/MONAI-tutorials that referenced this pull request Apr 21, 2024
* interpretability with cats and dogs
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2 participants