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Classroom Contents
Exploring the Origins and Prevalence of Texture Bias in Convolutional Neural Networks
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- 1 Intro
- 2 Shape vs. Texture Bias
- 3 Why Texture Bias could cause problems?
- 4 How does the dataset influence texture or shape bias?
- 5 Geirhos Style Transfer cat
- 6 Does the model know about shape even though it's talking about texture?
- 7 Alexnet Layers
- 8 Effects of Training Objective
- 9 Training Objective Results
- 10 High Performing ImageNet Models
- 11 Shape Bias in (more) "Brain-like" Models
- 12 Effects of pre-processing (random vs. center crop)
- 13 How do hyper parameters influence shape bias?
