Keras Vis Versions Save

Neural network visualization toolkit for keras

0.4.1

6 years ago
  • Improved performance of guided backprop with subsequent calls.
  • various minor bug/doc fixes.

0.4

6 years ago
  • Introducing grad_modifiers, backprop_modifiers, input_modifiers.
  • Implemented guided and rectified backprop.
  • API changes. Deprecated visualize_regression variant and removed RegressionTarget loss,
  • Added visualize_xxx_with_losses variant for flexibility.
  • Moved all examples to notebooks.
  • Introduced backend abstraction for backend specific code.
  • Modularized visualization code.

0.3.3

6 years ago

Fixes various minor issues in 0.3.2

0.3.2

6 years ago
  • Implemented regression variant for all visualizations.
  • Refactored common code for various visualizations for advanced use cases of specifying custom loss.
  • Added RegressionTarget experimental loss function.
  • Added an example use-case for visualizing a toy self-driving car.
  • Added the ability to specify input range for activation visualizations
  • Decoupled heatmap overlay in attention visualizations as not all inputs are images.

0.3.1

6 years ago

0.3

7 years ago
  • Added support for N-dim attention, and activation maximization
  • Huge perf improvements
  • Removed a ton of unwanted dependencies.

0.1.2

7 years ago

API changes, added attention related visualizations and examples.

0.1.1

7 years ago

Supports

  • Conv/Dense layer guided backprop
  • Saliency maps
  • grad-CAM