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TCAV core idea: Use CAV to get prediction sensitivity
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Quantitative Testing with Concept Activation Vectors (TCAV) - 2018
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- 1 Intro
- 2 Types of interpretability methods
- 3 Goal
- 4 our work TCAV: Testing with Concept Activation Vectors
- 5 Defining concept activation vector (CAV)
- 6 TCAV core idea: Use CAV to get prediction sensitivity
- 7 TCAV is generalization of saliency maps for concepts
- 8 recap: Testing with Concept Activation Vectors
- 9 Sanity check experiment setup
- 10 Human subject experiment: Can saliency maps communicate the same information?
- 11 Googlenet
- 12 Inception V3
- 13 TCAV for Diabetic Retinopathy
- 14 Summary: Testing with Concept Activation Vectors
- 15 Questions?
