tf-explain - v0.3.1

What's Changed

• Ensure that input tensors are watched in Grad-CAM by @craymichael in https://github.com/sicara/tf-explain/pull/167
• Update usage.rst by @andife in https://github.com/sicara/tf-explain/pull/170
• Add TensorFlow versions 2.5 and 2.6 in CI by @RaphaelMeudec in https://github.com/sicara/tf-explain/pull/175

New Contributors

• @craymichael made their first contribution in https://github.com/sicara/tf-explain/pull/167
• @andife made their first contribution in https://github.com/sicara/tf-explain/pull/170

Full Changelog: https://github.com/sicara/tf-explain/compare/v0.3.0...v0.3.1

- Python
Published by RaphaelMeudec over 4 years ago

tf-explain - v0.3.0

Release includes:

• Migration from TravisCI to Github Actions
• Compatibility with TensorFlow 2.3 and 2.4
• Fix in Vanilla Gradients computation (use raw scores instead of softmax outputs)
• Let user choose between opencv versions

- Python
Published by RaphaelMeudec over 5 years ago

tf-explain - v0.2.1

In this release:

• [x] Checked against TensorFlow 2.1.0
• [x] image_weight parameter added to GradCAM to better handle visualizations
• [x] Grids of attribution maps are now normalized image by image instead of the whole grid
• [x] bugfix : reshape of non-square visualization by @jpsimen

- Python
Published by RaphaelMeudec over 6 years ago

tf-explain - v0.2.0

In this release:

• [x] Gradients*Inputs algorithm by @ywolff
• [x] Add layer detection for Grad CAM (last convolutional output) to ease user experience with this method
• [x] Better handling of image output ([0, 1], [-1, 1] & [0 255])
• [x] Notebooks
  

- Python
Published by RaphaelMeudec over 6 years ago

tf-explain - v0.1.0

In this release:

• [x] TensorFlow 2.0.0 compatibility
• [x] Add Vanilla Gradients implementation
• [x] Add Integrated Gradients implementation
• [x] Take Viridis as default colormap

Thanks to @ywolff for the contributions in this release.

- Python
Published by RaphaelMeudec over 6 years ago

tf-explain - v0.0.2-alpha

In this release:

• [x] Add SmoothGrad implementation
• [x] Improve computation time with tf.function decorator
• [x] Tensorboard integration
• [x] Docstring & Testing improvements

- Python
Published by RaphaelMeudec almost 7 years ago

tf-explain - v0.0.1-alpha

First version of the package, with 2 different APIs:

• a core API to use on loaded models, outside of training
• a callback API to use inside .fit and .fit_generator methods

Available methods in this release are:

• Activations Visualization
• Occlusion Sensitivity
• Grad CAM

- Python
Published by RaphaelMeudec almost 7 years ago