Towards Shape-regularized Learning for Mitigating Texture Bias in CNNs

Author:

Sinha Harsh1ORCID,Kovashka Adriana1ORCID

Affiliation:

1. University of Pittsburgh, USA

Funder

National Science Foundation

Publisher

ACM

Reference55 articles.

1. HB Barlow . 1983 . Vision: A computational investigation into the human representation and processing of visual information: David Marr. San Francisco : WH Freeman , 1982. pp. xvi+ 397 . HB Barlow. 1983. Vision: A computational investigation into the human representation and processing of visual information: David Marr. San Francisco: WH Freeman, 1982. pp. xvi+ 397.

2. WARP: accurate retrieval of shapes using phase of Fourier descriptors and time warping distance

3. Harry Blum 1967. A transformation for extracting new descriptors of shape. Vol. 43 . MIT press Cambridge , MA. Harry Blum 1967. A transformation for extracting new descriptors of shape. Vol. 43. MIT press Cambridge, MA.

4. Charles- Olivier Dufresne Camaro , Morteza Rezanejad , Stavros Tsogkas , Kaleem Siddiqi , and Sven  J. Dickinson . 2020 . Appearance Shock Grammar for Fast Medial Axis Extraction From Real Images. In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020 , Seattle, WA, USA , June 13-19, 2020. Computer Vision Foundation / IEEE, 14370–14379. https://doi.org/10.1109/CVPR42600.2020.01439 10.1109/CVPR42600.2020.01439 Charles-Olivier Dufresne Camaro, Morteza Rezanejad, Stavros Tsogkas, Kaleem Siddiqi, and Sven J. Dickinson. 2020. Appearance Shock Grammar for Fast Medial Axis Extraction From Real Images. In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020, Seattle, WA, USA, June 13-19, 2020. Computer Vision Foundation / IEEE, 14370–14379. https://doi.org/10.1109/CVPR42600.2020.01439

5. Learning to Balance Specificity and Invariance for In and Out of Domain Generalization

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