Vision Explainibility

Links Useful

• Captum Algos Comparison

Flow

• DeconvNet (2013)
• Deep Inside Convolutional Networks (2014)
• Guided BackProp (2015) Aka All Conv net
  • Building up on Deep Inside Convolutional Networks and DeconvNet
• Salience Map
  • Not class discriminative
  • Noise
  • Not appealing
• CAM
  • less noisy
  • not class discriminative
  • Worked only a restricted set of CNN templates
• Grad-CAM
  • class discriminative
  • not high res
  • Works for any arbitrary CNN
• Occlusion Map
  • Same as the next but not very fast
• Guided GradCAM
• DeepLIFT
• [Noise Tunnel](Noise Tunnel.md)
• Smooth-Grad
• [SmoothGrad Square](SmoothGrad Square.md)
• VarGrad
• [Integrated Gradients](Integrated Gradients.md)
• [Proxy Attention](Proxy Attention.md)
• Conductance

Disadvantages

• [The Unreliability of Saliency Methods](The Unreliability of Saliency Methods.md)
• [Interpretation of Neural networks is fragile](Interpretation of Neural networks is fragile.md)
• Fine grained data

Links