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On Robustness and Transferability of Convolutional Neural Networks [article]

Josip Djolonga, Jessica Yung, Michael Tschannen, Rob Romijnders, Lucas Beyer, Alexander Kolesnikov, Joan Puigcerver, Matthias Minderer, Alexander D'Amour, Dan Moldovan, Sylvain Gelly, Neil Houlsby (+2 others)
2021 arXiv   pre-print
Finally, we outline the shortcomings of existing robustness evaluation datasets and introduce a synthetic dataset SI-Score we use for a systematic analysis across factors of variation common in visual  ...  data such as object size and position.  ...  (iii) We introduce a novel dataset for fine-grained OOD analysis to quantify the robustness to object size, object location, and object orientation (rotation angle).  ... 
arXiv:2007.08558v2 fatcat:ylrcyve67baxzkbhuq7xsaucky