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Code for the TCAV ML interpretability project

Results 24 tcav issues
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Line 126 in imagenet_and_broden_fetcher.py (bytes = urllib.request.urlopen(all_images)) fails. This seems to be a result of bad URLs (e.g. http://imagenet.stanford.edu/api/text/imagenet.synset.geturls?wnid=n02391049).

Bumps [numpy](https://github.com/numpy/numpy) from 1.19.2 to 1.22.0. Release notes Sourced from numpy's releases. v1.22.0 NumPy 1.22.0 Release Notes NumPy 1.22.0 is a big release featuring the work of 153 contributors spread...

dependencies

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.5.1 to 2.7.2. Release notes Sourced from tensorflow's releases. TensorFlow 2.7.2 Release 2.7.2 This releases introduces several vulnerability fixes: Fixes a code injection in saved_model_cli (CVE-2022-29216) Fixes...

dependencies

- the paper states in section 3.6 for relative tcav, construct a positive and negative set, e.g., for concepts P_dot, P_stripe, P_mesh this would look like, P_stripe (positive) and {P_dot...

Bumps [pillow](https://github.com/python-pillow/Pillow) from 8.2.0 to 9.0.1. Release notes Sourced from pillow's releases. 9.0.1 https://pillow.readthedocs.io/en/stable/releasenotes/9.0.1.html Changes In show_file, use os.remove to remove temporary images. CVE-2022-24303 #6010 [@​radarhere, @​hugovk] Restrict builtins within...

dependencies

Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.10.0 to 3.15.0. Release notes Sourced from protobuf's releases. Protocol Buffers v3.15.0 Protocol Compiler Optional fields for proto3 are enabled by default, and no longer require the...

dependencies

Hi everyone, thanks for this great paper, I am really looking forward to using TCAV for my own research. Currently I am trying to make sense of the experiment described...

Hi, many thanks for this great work! I wonder does it make sense to use TCAV to test an attention based multiple instance network? If yes, the examples of a...

How do we extend the logic for Object detection? Let's say we use the network with RPN(region proposal network) for Object detection. So we get the output as class confidence...

I had the same doubt as https://github.com/tensorflow/tcav/issues/83 https://github.com/tensorflow/tcav/issues/107 https://github.com/tensorflow/tcav/issues/41 I flipped the sign for tcav calc (< changed to >)and took gradient wrt logit(unnormalized output of network, `self.pred`). Still, I...