v1v2v3 (latest)

ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness

29 November 2018

Wieland Brendel

Papers citing "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness"

50 / 1,489 papers shown

Title
Beyond the Rosetta Stone: Unification Forces in Generalization Dynamics Carter Blum Katja Filipova Ann Yuan Asma Ghandeharioun Julian Zimmert ... Jessica Hoffmann Tal Linzen Martin Wattenberg Lucas Dixon Mor Geva 136 2 0 14 Aug 2025
On the dynamic evolution of CLIP texture-shape bias and its relationship to human alignment and model robustness Pablo Hernández-Cámara Jose Manuel Jaén-Lorites Jorge Vila-Tomás Jesús Malo Valero Laparra Jesus Malo 96 0 0 13 Aug 2025
SafeFix: Targeted Model Repair via Controlled Image Generation Ouyang Xu Baoming Zhang Ruiyu Mao Yunhui Guo 150 0 0 12 Aug 2025
Mitigating Biases in Surgical Operating Rooms with Geometry T. D. Wang Tobias Czempiel Nassir Navab Lennart Bastian 118 0 0 11 Aug 2025
Learning More by Seeing Less: Structure First Learning for Efficient, Transferable, and Human-Aligned Vision Tianqin Li George Liu Tai Sing Lee SSL 419 0 0 08 Aug 2025
DocVCE: Diffusion-based Visual Counterfactual Explanations for Document Image Classification S. Saifullah S. Agne Andreas Dengel Sheraz Ahmed DiffM 126 0 0 06 Aug 2025
The Power of Many: Synergistic Unification of Diverse Augmentations for Efficient Adversarial Robustness Wang Yu-Hang Shiwei Li Jianxiang Liao Li Bohan Jian Liu Wenfei Yin AAML 249 0 0 05 Aug 2025
On the Reliability of Vision-Language Models Under Adversarial Frequency-Domain Perturbations Jordan Vice Naveed Akhtar Yansong Gao Richard Hartley Ajmal Mian AAML 179 2 0 30 Jul 2025
Cross-Architecture Distillation Made Simple with Redundancy Suppression Weijia Zhang Yuehao Liu Wu Ran Chao Ma 174 2 0 29 Jul 2025
Your Attention Matters: to Improve Model Robustness to Noise and Spurious Correlations Camilo Tamayo-Rousseau Yunjia Zhao Yiqun Zhang Randall Balestriero 188 1 0 28 Jul 2025
CNS-Bench: Benchmarking Image Classifier Robustness Under Continuous Nuisance Shifts Olaf Dünkel Artur Jesslen Jiahao Xie Christian Theobalt Christian Rupprecht Adam Kortylewski DiffM 196 0 0 23 Jul 2025
Feature-Enhanced TResNet for Fine-Grained Food Image Classification Lulu Liu Zhiyong Xiao 193 0 0 17 Jul 2025
Transferring Styles for Reduced Texture Bias and Improved Robustness in Semantic Segmentation Networks Ben Hamscher Edgar Heinert Annika Mütze Kira Maag Matthias Rottmann 151 1 0 14 Jul 2025
When and Where do Data Poisons Attack Textual Inversion? Jeremy A. Styborski Mingzhi Lyu Jiayou Lu Nupur Kapur A. Kong DiffM AAML 419 0 0 11 Jul 2025
A Rigorous Behavior Assessment of CNNs Using a Data-Domain Sampling Regime Shuning Jiang Wei-Lun Chao D. Haehn Hanspeter Pfister Jian Chen 144 1 0 05 Jul 2025
Visual Anagrams Reveal Hidden Differences in Holistic Shape Processing Across Vision Models Fenil R. Doshi Thomas Fel Talia Konkle George A. Alvarez 262 0 0 01 Jul 2025
AI-Generated Video Detection via Perceptual Straightening Christian Internò Robert Geirhos Markus Olhofer Sunny Liu Barbara Hammer David Klindt 334 1 0 01 Jul 2025
Spurious-Aware Prototype Refinement for Reliable Out-of-Distribution Detection Reihaneh Zohrabi Hosein Hasani M. Baghshah Anna Rohrbach Marcus Rohrbach M. Rohban OODD 312 1 0 30 Jun 2025
LAION-C: An Out-of-Distribution Benchmark for Web-Scale Vision Models Fanfei Li Thomas Klein Wieland Brendel Robert Geirhos Roland S. Zimmermann OODD 200 3 0 20 Jun 2025
Hierarchical Multi-Positive Contrastive Learning for Patent Image Retrieval Kshitij Kavimandan Angelos Nalmpantis Emma Beauxis-Aussalet Robert-Jan Sips 282 0 0 16 Jun 2025
HomographyAD: Deep Anomaly Detection Using Self Homography Learning Jongyub Seok Chanjin Kang 154 0 0 10 Jun 2025
CuRe: Cultural Gaps in the Long Tail of Text-to-Image Systems Aniket Rege Zinnia Nie Mahesh Ramesh Unmesh Raskar Zhuoran Yu Aditya Kusupati Yong Jae Lee Ramya Korlakai Vinayak 254 4 0 09 Jun 2025
Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Aditi Tiwari Farzaneh Masoud Dac Trong Nguyen Jill Kraft Heng Ji Klara Nahrstedt 171 0 0 02 Jun 2025
Enhancing Diffusion-based Unrestricted Adversarial Attacks via Adversary Preferences Alignment Kaixun Jiang Zhaoyu Chen Haijing Guo Jinglun Li Jiyuan Fu Pinxue Guo Hao Tang Bo Li Wenqiang Zhang DiffM AAML 242 0 0 02 Jun 2025
Quantifying task-relevant representational similarity using decision variable correlation Qian Wilson S. Geisler Xue-Xin Wei 174 0 0 02 Jun 2025
Perceptual Inductive Bias Is What You Need Before Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2025 Tianqin Li Junru Zhao Dunhan Jiang Shenghao Wu Alan Ramirez Tai Sing Lee SSL 187 1 0 01 Jun 2025
$$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time$ $\texttt{AVROBUSTBENCH}$ : Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time Sarthak Kumar Maharana Saksham Singh Kushwaha Baoming Zhang Adrian Rodriguez Songtao Wei Yapeng Tian Yunhui Guo TTA VLM 269 0 0 31 May 2025
MaskAdapt: Unsupervised Geometry-Aware Domain Adaptation Using Multimodal Contextual Learning and RGB-Depth Masking Numair Nadeem Muhammad Asad Saeed Anwar Abdul Bais 185 2 0 29 May 2025
NeuronTune: Towards Self-Guided Spurious Bias Mitigation Guangtao Zheng Wenqian Ye Aidong Zhang 159 3 0 29 May 2025
Bridging Classical and Modern Computer Vision: PerceptiveNet for Tree Crown Semantic Segmentation Georgios Voulgaris 116 0 0 29 May 2025
Characterising the Inductive Biases of Neural Networks on Boolean Data Chris Mingard Lukas Seier Niclas Goring Andrei-Vlad Badelita Charles London Ard A. Louis AI4CE 248 1 0 29 May 2025
Pseudo Multi-Source Domain Generalization: Bridging the Gap Between Single and Multi-Source Domain Generalization Shohei Enomoto OOD AI4CE 224 0 0 29 May 2025
Bridging Distribution Shift and AI Safety: Conceptual and Methodological Synergies Chenruo Liu Kenan Tang Yao Qin Qi Lei 244 1 0 28 May 2025
Compositional Scene Understanding through Inverse Generative Modeling Yanbo Wang Justin Dauwels Yilun Du OCL 583 1 0 27 May 2025
Towards Cross-Domain Multi-Targeted Adversarial Attacks Taïga Gonçalves Tomo Miyazaki S. Omachi OOD AAML 293 0 0 27 May 2025
Curvature Dynamic Black-box Attack: revisiting adversarial robustness via dynamic curvature estimation Peiran Sun AAML 262 0 0 25 May 2025
Accelerating Targeted Hard-Label Adversarial Attacks in Low-Query Black-Box Settings Arjhun Swaminathan Mete Akgün AAML 168 0 0 22 May 2025
Optimizing Image Capture for Computer Vision-Powered Taxonomic Identification and Trait Recognition of Biodiversity SpecimensMethods in Ecology and Evolution (MEE), 2025 Alyson East Elizabeth G. Campolongo Luke Meyers S M Rayeed Samuel Stevens ... Hilmar Lapp Paula M. Mabee Graham W. Taylor Graham W. Taylor Sydne Record 164 4 0 22 May 2025
TextureSAM: Towards a Texture Aware Foundation Model for Segmentation Inbal Cohen Boaz Meivar Peihan Tu Shai Avidan Gal Oren VLM 134 1 0 22 May 2025
StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity AlignmentInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Younghyun Kim Jongheon Jeong Sangkyung Kwak Kyungmin Lee Juho Lee Jinwoo Shin 357 0 0 19 May 2025
When majority rules, minority loses: bias amplification of gradient descent François Bachoc Jérôme Bolte Ryan Boustany Jean-Michel Loubes FaML 409 1 0 19 May 2025
Physics-informed Temporal Alignment for Auto-regressive PDE Foundation Models Congcong Zhu Xiaoyan Xu Jiayue Han Jingrun Chen OOD AI4CE 412 0 0 16 May 2025
DispBench: Benchmarking Disparity Estimation to Synthetic Corruptions Shashank Agnihotri Amaan Ansari Annika Dackermann Fabian Rösch Margret Keuper 443 0 0 08 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT ScansIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Jun Li Yujiao Shi Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 255 0 0 03 May 2025
DG-DETR: Toward Domain Generalized Detection TransformerPattern Recognition Letters (Pattern Recogn. Lett.), 2025 Seongmin Hwang Daeyoung Han Moongu Jeon ViT 332 0 0 28 Apr 2025
Boosting Single-domain Generalized Object Detection via Vision-Language Knowledge Interaction Xiaoran Xu Jiangang Yang Wenyue Chong Wenhui Shi Siyang Song Jing Xing Jian Liu ObjD VLM 359 0 0 27 Apr 2025
Examining the Impact of Optical Aberrations to Image Classification and Object Detection ModelsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Patrick Müller Alexander Braun Margret Keuper 262 2 0 25 Apr 2025
An XAI-based Analysis of Shortcut Learning in Neural Networks Phuong Quynh Le Jorg Schlotterer Christin Seifert AAML 331 0 0 22 Apr 2025
Rethinking Target Label Conditioning in Adversarial Attacks: A 2D Tensor-Guided Generative Approach Hangyu Liu Bo Peng Pengxiang Ding Donglin Wang AAML 360 0 0 19 Apr 2025
Graph Network for Sign Language Tasks Shiwei Gan Yafeng Yin Zhiwei Jiang Hongkai Wen Lei Xie Sanglu Lu SLR 429 0 0 16 Apr 2025