Experiment of the texture biais of CNNs and shift to shape biais with style transfer
This experiment was an analysis of the paper 'IMAGENET-TRAINED CNNS ARE BIASED TOWARDS TEXTURE; INCREASING SHAPE BIAS IMPROVES ACCURACY AND ROBUSTNESS', available here: https://openreview.net/pdf?id=Bygh9j09KX
We did not write the original paper, this repository is a student reproduction of the experiments described by the article in order to gain knowledge in the field and practice scientific writting. The report is not meant to be published.
Feel free to explore the notebooks and experiment with the data.
- stylize-dataset.ipynb: use to apply style transfer on our dataset
- dog-parachute-experiment.ipynb: the intuition experiment of the Section 3.1
- resnet-experiments.ipynb: all the experiments from Section 3.2 to 3.5
- all our data
- our pdf report