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
GeoPE:A Unified Geometric Positional Embedding for Structured Tensors Yupu Yao Bowen Yang MDE 279 0 0 04 Dec 2025
A Large Scale Benchmark for Test Time Adaptation Methods in Medical Image Segmentation Wenjing Yu Shuo Jiang Yifei Chen Shuo Chang Y Samuel Wang ... Mingxuan Liu Shenghao Zhu Feiwei Qin Changmiao Wang Qiyuan Tian OOD VLM 272 0 0 02 Dec 2025
INSIGHT: An Interpretable Neural Vision-Language Framework for Reasoning of Generative Artifacts Anshul Bagaria DiffM 80 0 0 27 Nov 2025
Cue3D: Quantifying the Role of Image Cues in Single-Image 3D Generation Xiang Li Z. Wang Zixuan Huang James M. Rehg 84 1 0 27 Nov 2025
Shortcut Invariance: Targeted Jacobian Regularization in Disentangled Latent Space Shivam Pal Sakshi Varshney Piyush Rai OOD OODD CML 296 0 0 24 Nov 2025
Generative Myopia: Why Diffusion Models Fail at Structure Milad Siami DiffM 68 0 0 23 Nov 2025
Preventing Shortcut Learning in Medical Image Analysis through Intermediate Layer Knowledge Distillation from Specialist TeachersMachine Learning for Biomedical Imaging (MLBI), 2025 Christopher Boland Sotirios Tsaftaris Sonia Dahdouh 176 1 0 21 Nov 2025
TopoPerception: A Shortcut-Free Evaluation of Global Visual Perception in Large Vision-Language Models Wenhao Zhou Hao Zheng R. Zhao MLLM VLM LRM 160 0 0 14 Nov 2025
ClusterMine: Robust Label-Free Visual Out-Of-Distribution Detection via Concept Mining from Text Corpora Nikolas Adaloglou Diana Petrusheva Mohamed Asker Félix D. P. Michels M. Kollmann OODD 152 0 0 10 Nov 2025
FreqGRL: Suppressing Low-Frequency Bias and Mining High-Frequency Knowledge for Cross-Domain Few-Shot Learning Siqi Hui Sanping Zhou Ye Deng Wenli Huang Jinjun Wang 116 0 0 10 Nov 2025
Learning Fourier shapes to probe the geometric world of deep neural networks Jian Wang Yixing Yong Haixia Bi Lijun He Fan Li AAML 200 0 0 07 Nov 2025
What's in Common? Multimodal Models Hallucinate When Reasoning Across Scenes Candace Ross Florian Bordes Adina Williams Polina Kirichenko Mark Ibrahim VLM ReLM LRM 208 1 0 05 Nov 2025
VessShape: Few-shot 2D blood vessel segmentation by leveraging shape priors from synthetic images Cesar H. Comin Wesley N. Galvão 162 0 0 31 Oct 2025
Automated Detection of Visual Attribute Reliance with a Self-Reflective Agent Christy Li Josep Lopez Camunas Jake Thomas Touchet Jacob Andreas Àgata Lapedriza Antonio Torralba Tamar Rott Shaham 195 0 0 24 Oct 2025
Preventing Shortcuts in Adapter Training via Providing the Shortcuts Anujraaj Goyal Guocheng Qian Huseyin Coskun Aarush Gupta Himmy Tam ... Ju Hu Dhritiman Sagar Sergey Tulyakov Kfir Aberman Kuan-Chieh Wang 96 3 0 23 Oct 2025
Towards Single-Source Domain Generalized Object Detection via Causal Visual Prompts Chen Li Huiying Xu Changxin Gao Zeyu Wang Y. Liu Xinzhong Zhu 123 0 0 22 Oct 2025
Mitigating Clever Hans Strategies in Image Classifiers through Generating Counterexamples Sidney Bender Ole Delzer J. Herrmann Heike Marxfeld Klaus-Robert Müller G. Montavon 203 1 0 20 Oct 2025
Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions Jihoon Kwon Kyle Min Jy-yong Sohn CoGe 172 0 0 18 Oct 2025
DEXTER: Diffusion-Guided EXplanations with TExtual Reasoning for Vision Models Simone Carnemolla M. Pennisi Sarinda Samarasinghe Giovanni Bellitto S. Palazzo Daniela Giordano M. Shah C. Spampinato AAML FAtt VLM 233 0 0 16 Oct 2025
Test-Time Adaptation by Causal Trimming Yingnan Liu Rui Qiao Mong-Li Lee Wynne Hsu CML TTA 222 0 0 13 Oct 2025
Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning Dongkwan Lee Junhoo Lee Nojun Kwak 399 0 0 13 Oct 2025
Gradient-based Model Shortcut Detection for Time Series Classification Salomon Ibarra Frida Cantu Kaixiong Zhou Li Zhang 101 0 0 11 Oct 2025
GPT-5 Model Corrected GPT-4V's Chart Reading Errors, Not Prompting Kaichun Yang Jian Chen MLLM 170 0 0 08 Oct 2025
Learning What Matters: Steering Diffusion via Spectrally Anisotropic Forward Noise Luca Scimeca Thomas Jiralerspong Berton Earnshaw Jason Hartford Yoshua Bengio DiffM 279 0 0 07 Oct 2025
The Artificial Intelligence Cognitive Examination: A Survey on the Evolution of Multimodal Evaluation from Recognition to Reasoning Mayank Ravishankara Varindra V. Persad Maharaj ELM 193 1 0 05 Oct 2025
VirDA: Reusing Backbone for Unsupervised Domain Adaptation with Visual Reprogramming D. Nguyen D. Nguyen 251 0 0 02 Oct 2025
Leveraging Prior Knowledge of Diffusion Model for Person Search Giyeol Kim Sooyoung Yang Jihyong Oh Myungjoo Kang Chanho Eom DiffM 103 0 0 02 Oct 2025
Robust Context-Aware Object Recognition Klara Janouskova Cristian Gavrus Jirí Matas 184 0 0 01 Oct 2025
Assessing Foundation Models for Mold Colony Detection with Limited Training Data Henrik Pichler Janis Keuper Matthew Copping 87 0 0 01 Oct 2025
Intuitions of Machine Learning Researchers about Transfer Learning for Medical Image Classification Yucheng Lu Hubert Dariusz Zając Veronika Cheplygina Amelia Jiménez-Sánchez 88 0 0 01 Oct 2025
Uncovering the Computational Ingredients of Human-Like Representations in LLMs Zach Studdiford Timothy T. Rogers Kushin Mukherjee Siddharth Suresh 156 0 0 01 Oct 2025
Learning the Wrong Lessons: Syntactic-Domain Spurious Correlations in Language Models Chantal Shaib Vinith Suriyakumar Levent Sagun Byron C. Wallace Elisa Kreiss LRM 167 2 0 25 Sep 2025
ImageNet-trained CNNs are not biased towards texture: Revisiting feature reliance through controlled suppression Tom Burgert Oliver Stoll Paolo Rota Begüm Demir OOD 246 0 0 24 Sep 2025
Video models are zero-shot learners and reasoners Thaddäus Wiedemer Yuxuan Li Paul Vicol Shixiang Shane Gu Nick Matarese Kevin Swersky Been Kim P. Jaini Robert Geirhos VLM LRM 244 50 0 24 Sep 2025
Introducing Resizable Region Packing Problem in Image Generation, with a Heuristic Solution Hrishikesh Sharma 77 0 0 19 Sep 2025
Class-Invariant Test-Time Augmentation for Domain Generalization Zhicheng Lin Xiaolin Wu Xi Zhang OOD TTA 378 0 0 17 Sep 2025
Disentangling Content from Style to Overcome Shortcut Learning: A Hybrid Generative-Discriminative Learning Framework Siming Fu Sijun Dong Xiaoliang Meng 285 0 0 15 Sep 2025
Promoting Shape Bias in CNNs: Frequency-Based and Contrastive Regularization for Corruption Robustness Robin Narsingh Ranabhat Longwei Wang Amit Kumar Patel KC Santosh 116 1 0 14 Sep 2025
Visible Yet Unreadable: A Systematic Blind Spot of Vision Language Models Across Writing Systems Jie M. Zhang Ting Xu Gelei Deng Runyi Hu Han Qiu Tianwei Zhang Qing Guo Ivor W. Tsang 171 0 0 04 Sep 2025
Ensemble of Pathology Foundation Models for MIDOG 2025 Track 2: Atypical Mitosis Classification Mieko Ochi Bae Yuan 94 0 0 29 Aug 2025
ALSA: Anchors in Logit Space for Out-of-Distribution Accuracy Estimation Chenzhi Liu Mahsa Baktashmotlagh Yanran Tang Zi Huang Ruihong Qiu 100 0 0 27 Aug 2025
CoBA: Counterbias Text Augmentation for Mitigating Various Spurious Correlations via Semantic Triples Kyohoon Jin Juhwan Choi Jungmin Yun Junho Lee Soojin Jang Youngbin Kim 196 0 0 26 Aug 2025
A biological vision inspired framework for machine perception of abutting grating illusory contours Xiao Zhang Kai-Fu Yang Xian-Shi Zhang Hong-Zhi You Hong-Mei Yan Yong-Jie Li 128 0 0 24 Aug 2025
NiceWebRL: a Python library for human subject experiments with reinforcement learning environments Wilka Carvalho Vikram Goddla Ishaan Sinha Hoon Shin Kunal Jha OffRL 132 2 0 21 Aug 2025
FOCUS: Frequency-Optimized Conditioning of DiffUSion Models for mitigating catastrophic forgetting during Test-Time Adaptation Gabriel Tjio Jie Zhang Xulei Yang Yun Xing N. Chung Xiaofeng Cao Ivor W. Tsang C. Kwoh Qing Guo DiffM AAML 311 0 0 20 Aug 2025
Mitigating Easy Option Bias in Multiple-Choice Question Answering Hao Zhang Chen Li Basura Fernando AAML 120 0 0 19 Aug 2025
Empirical Evidences for the Effects of Feature Diversity in Open Set Recognition and Continual Learning Jiawen Xu O. Kao BDL CLL 128 0 0 18 Aug 2025
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
Dissecting Generalized Category Discovery: Multiplex Consensus under Self-Deconstruction Luyao Tang Kunze Huang Chaoqi Chen Yuxuan Yuan Chaofan Li Xiaotong Tu Xinghao Ding Yue Huang 131 6 0 14 Aug 2025
Generalizable Federated Learning using Client Adaptive Focal Modulation Tajamul Ashraf Iqra Altaf Gillani FedML 132 0 0 14 Aug 2025