Shape or Texture: Understanding Discriminative Features in CNNs

Shape or Texture: Understanding Discriminative Features in CNNs

27 January 2021

Md. Amirul Islam

Konstantinos G. Derpanis

Neil D. B. Bruce

Papers citing "Shape or Texture: Understanding Discriminative Features in CNNs"

14 / 14 papers shown

Title
On the Relationship Between Double Descent of CNNs and Shape/Texture Bias Under Learning Process Shun Iwase Shuya Takahashi Nakamasa Inoue Rio Yokota Ryo Nakamura Hirokatsu Kataoka 77 0 0 04 Mar 2025
Trapped in texture bias? A large scale comparison of deep instance segmentation J. Theodoridis Jessica Hofmann J. Maucher A. Schilling SSeg 32 5 0 17 Jan 2024
Geometric Data Augmentations to Mitigate Distribution Shifts in Pollen Classification from Microscopic Images Nam Cao O. Saukh 29 2 0 18 Nov 2023
Texture Learning Domain Randomization for Domain Generalized Segmentation Sunghwan Kim Dae-Hwan Kim Hoseong Kim 19 18 0 21 Mar 2023
Prediction of Scene Plausibility O. Nachmias Ohad Fried Ariel Shamir 3DV 34 0 0 02 Dec 2022
Unveiling the Tapestry: the Interplay of Generalization and Forgetting in Continual Learning Zenglin Shi Jing Jie Ying Sun J. Lim Mengmi Zhang CLL 39 1 0 21 Nov 2022
Weakly-Supervised Multi-Granularity Map Learning for Vision-and-Language Navigation Peihao Chen Dongyu Ji Kun-Li Channing Lin Runhao Zeng Thomas H. Li Mingkui Tan Chuang Gan SSL 36 62 0 14 Oct 2022
A Deeper Dive Into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information M. Kowal Mennatullah Siam Md. Amirul Islam Neil D. B. Bruce Richard P. Wildes Konstantinos G. Derpanis 20 25 0 06 Jun 2022
Deep Digging into the Generalization of Self-Supervised Monocular Depth Estimation Ji-Hoon Bae Sungho Moon Sunghoon Im MDE 33 84 0 23 May 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 49 318 0 06 Apr 2022
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 24 71 0 27 Oct 2021
Global Pooling, More than Meets the Eye: Position Information is Encoded Channel-Wise in CNNs Md. Amirul Islam M. Kowal Sen Jia Konstantinos G. Derpanis Neil D. B. Bruce 26 26 0 17 Aug 2021
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization Rui Qian Yuxi Li Huabin Liu John See Shuangrui Ding Xian Liu Dian Li Weiyao Lin 35 42 0 04 Aug 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 265 621 0 21 May 2021