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Natural Adversarial Examples

Computer Vision and Pattern Recognition (CVPR), 2019

16 July 2019

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SAIL-VL2 Technical Report Weijie Yin Yongjie Ye Fangxun Shu Yue Liao Zijian Kang ... Han Wang Wenzhuo Liu Xiao Liang Shuicheng Yan Chao Feng LRM VLM 277 4 0 17 Sep 2025
Rethinking Sparse Autoencoders: Select-and-Project for Fairness and Control from Encoder Features Alone Antonio Bărbălău Cristian Daniel Păduraru Teodor Poncu Alexandru Tifrea Elena Burceanu 169 0 0 13 Sep 2025
A Modern Look at Simplicity Bias in Image Classification Tasks Xiaoguang Chang Teng Wang Changyin Sun AAML 130 0 0 13 Sep 2025
Parameter estimation with uncertainty quantification from continuous measurement data using neural network ensembles Amanuel Anteneh UQCV 155 0 0 12 Sep 2025
AttriPrompt: Dynamic Prompt Composition Learning for CLIP Qiqi Zhan Shiwei Li Qingjie Liu Yunhong Wang VLM 156 1 0 07 Sep 2025
Causality-guided Prompt Learning for Vision-language Models via Visual Granulation Mengyu Gao Qiulei Dong VLM 240 1 0 04 Sep 2025
Attn-Adapter: Attention Is All You Need for Online Few-shot Learner of Vision-Language Model Phuoc-Nguyen Bui Khanh-Binh Nguyen Hyunseung Choo VLM 296 0 0 04 Sep 2025
Singular Value Few-shot Adaptation of Vision-Language Models Taha Koleilat H. Rivaz Yiming Xiao VLM 226 0 0 03 Sep 2025
FedAPT: Federated Adversarial Prompt Tuning for Vision-Language Models Kun Zhai Siheng Chen Xingjun Ma Yu Jiang VLM AAML FedML 106 0 0 03 Sep 2025
RT-VLM: Re-Thinking Vision Language Model with 4-Clues for Real-World Object Recognition Robustness Junghyun Park Tuan Anh Nguyen Dugki Min VLM 128 0 0 01 Sep 2025
Feed Two Birds with One Scone: Exploiting Function-Space Regularization for Both OOD Robustness and ID Fine-Tuning Performance Xiang Yuan Jun Shu Deyu Meng Zongben Xu AAML 110 0 0 31 Aug 2025
Domain Generalization in-the-Wild: Disentangling Classification from Domain-Aware Representations Ha Min Son Zhe Zhao Shahbaz Rezaei Xin Liu 221 0 0 29 Aug 2025
Segmentation Assisted Incremental Test Time Adaptation in an Open World Manogna Sreenivas Soma Biswas VLM TTA 258 0 0 27 Aug 2025
Get Global Guarantees: On the Probabilistic Nature of Perturbation Robustness Wenchuan Mu Kwan Hui Lim AAML 109 2 0 26 Aug 2025
Alternating Training-based Label Smoothing Enhances Prompt Generalization Yang Chen Yanbin Wei Ke Jin Yi Kong James T. Kwok Yu Zhang VLM 189 0 0 25 Aug 2025
Constrained Prompt Enhancement for Improving Zero-Shot Generalization of Vision-Language Models Xiaojie Yin Qilong Wang Q. Hu VLM 136 0 0 24 Aug 2025
Domain Adaptation via Feature Refinement S. Karatsiolis A. Kamilaris OOD 132 1 0 22 Aug 2025
Backpropagation-Free Test-Time Adaptation via Probabilistic Gaussian Alignment Youjia Zhang Youngeun Kim Young-Geun Choi Hongyeob Kim Huiling Liu Sungeun Hong TTA 472 0 0 21 Aug 2025
Probing the Representational Power of Sparse Autoencoders in Vision Models Matthew Lyle Olson Musashi Hinck Neale Ratzlaff Changbai Li Phillip Howard Vasudev Lal Shao-Yen Tseng 204 1 0 15 Aug 2025
Processing and acquisition traces in visual encoders: What does CLIP know about your camera? Ryan Ramos Vladan Stojnić Giorgos Kordopatis-Zilos Yuta Nakashima Giorgos Tolias Noa Garcia 160 0 0 14 Aug 2025
Increasing the Utility of Synthetic Images through Chamfer Guidance Nicola DallÁsen Xiaofeng Zhang Reyhane Askari Hemmat Melissa Hall Jakob Verbeek Adriana Romero Soriano M. Drozdzal 215 1 0 14 Aug 2025
SemPT: Semantic Prompt Tuning for Vision-Language Models Xiao Shi Yangjun Ou Zhenzhong Chen MLLM VLM VPVLM 240 0 0 14 Aug 2025
Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance Yuchu Jiang Jian Zhao Yuchen Yuan Tianle Zhang Yao Huang ... Ya Zhang Shuicheng Yan Chi Zhang Z. He Xuelong Li SILM 458 2 0 12 Aug 2025
Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization Jihwan Park Taehoon Song S. Lee M. Choi Hyunwoo J. Kim VLM 143 0 0 12 Aug 2025
Accelerating Conditional Prompt Learning via Masked Image Modeling for Vision-Language Models Phuoc-Nguyen Bui Khanh-Binh Nguyen Hyunseung Choo VLM 229 1 0 07 Aug 2025
Keep It Real: Challenges in Attacking Compression-Based Adversarial Purification Samuel Räber Till Aczél Andreas Plesner Roger Wattenhofer DiffM AAML 252 0 0 07 Aug 2025
Adapting Vision-Language Models Without Labels: A Comprehensive Survey Hao Dong Lijun Sheng Jian Liang Ran He Eleni Chatzi Olga Fink OffRL VLM 212 3 0 07 Aug 2025
VITRIX-CLIPIN: Enhancing Fine-Grained Visual Understanding in CLIP via Instruction Editing Data and Long Captions Ziteng Wang Siqi Yang Limeng Qiao Lin Ma VLM 349 0 0 04 Aug 2025
Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models Xinyu Chen Haotian Zhai Can Zhang Xiupeng Shi Ruirui Li VLM 225 0 0 02 Aug 2025
Decouple before Align: Visual Disentanglement Enhances Prompt TuningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Fei Zhang Tianfei Zhou Jiangchao Yao Ya Zhang Ivor W. Tsang Yanfeng Wang 208 5 0 01 Aug 2025
Towards Higher Effective Rank in Parameter-efficient Fine-tuning using Khatri--Rao Product Paul Albert Frederic Z. Zhang Hemanth Saratchandran Anton van den Hengel Ehsan Abbasnejad 161 4 0 01 Aug 2025
MSGCoOp: Multiple Semantic-Guided Context Optimization for Few-Shot Learning Zhaolong Wang Tongfeng Sun Mingzheng Du Yachao Huang VLM 200 0 0 29 Jul 2025
TAPS : Frustratingly Simple Test Time Active Learning for VLMs Dhruv Sarkar Aprameyo Chakrabartty Bibhudatta Bhanja VLM 211 0 0 26 Jul 2025
Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection Wenjie Zhu Yabin Zhang Xin Jin Wenjun Zeng Lei Zhang 251 0 0 26 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
One Last Attention for Your Vision-Language Model Liang Chen Ghazi Shazan Ahmad Tianjun Yao Lingqiao Liu Zhiqiang Shen VLM 232 0 0 21 Jul 2025
Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding Yuanhan Zhang Yunice Chew Yuhao Dong Aria Leo Bo Hu Yu Qiao ELM 191 3 0 20 Jul 2025
The Endless Tuning. An Artificial Intelligence Design To Avoid Human Replacement and Trace Back Responsibilities Elio Grande 152 0 0 20 Jul 2025
Hierarchical Cross-modal Prompt Learning for Vision-Language Models Hao Zheng Shunzhi Yang Zhuoxin He J. Yang Zhenhua Huang VLM 152 5 0 20 Jul 2025
Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning Shashanka Venkataramanan Valentinos Pariza Mohammadreza Salehi Lukas Knobel Spyros Gidaris Elias Ramzi Andrei Bursuc Yuki M. Asano 227 7 0 18 Jul 2025
CLIPTTA: Robust Contrastive Vision-Language Test-Time Adaptation Marc Lafon Gustavo Adolfo Vargas Hakim Clément Rambour Christian Desrosier Nicolas Thome VLM 232 1 0 18 Jul 2025
FIX-CLIP: Dual-Branch Hierarchical Contrastive Learning via Synthetic Captions for Better Understanding of Long Text Bingchao Wang Zhiwei Ning Jianyu Ding Xuanang Gao Yin Li Dongsheng Jiang J. Yang Wei Liu CLIP VLM 226 5 0 14 Jul 2025
Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection Jinglun Li Kaixun Jiang Zhaoyu Chen Bo Lin Yao Tang Weifeng Ge Wenqiang Zhang OODD 318 2 0 14 Jul 2025
ThinkingViT: Matryoshka Thinking Vision Transformer for Elastic Inference A. Hojjat Janek Haberer Soren Pirk Olaf Landsiedel ViT LRM 216 2 0 14 Jul 2025
NegRefine: Refining Negative Label-Based Zero-Shot OOD Detection Amirhossein Ansari Ke Wang Pulei Xiong VLM 166 0 0 13 Jul 2025
Advancing Reliable Test-Time Adaptation of Vision-Language Models under Visual Variations Yiwen Liang H. Chen Yizhe Xiong Zihan Zhou Mengyao Lyu Zijia Lin Shuaicheng Niu Sicheng Zhao Jungong Han Guiguang Ding VLM TTA 273 2 0 13 Jul 2025
Calibrated and Robust Foundation Models for Vision-Language and Medical Image Tasks Under Distribution Shift Behraj Khan T. Syed Nouman Durrani Bilal Naseem Shabir Ahmad Rizwan Qureshi MedIm VLM 250 0 0 12 Jul 2025
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection Xinhua Lu Runhe Lai Yanqi Wu Kanghao Chen Wei-Shi Zheng Ruixuan Wang OODD VPVLM VLM 330 1 0 06 Jul 2025
Dynamic Multimodal Prototype Learning in Vision-Language Models Xingyu Zhu Shuo Wang B. Zhu Miaoge Li Yunfan Li Junfeng Fang Zhicai Wang Dongsheng Wang Hanwang Zhang VLM 185 4 0 04 Jul 2025
The Illusion of Progress? A Critical Look at Test-Time Adaptation for Vision-Language Models Lijun Sheng Jian Liang Ran He Z. Wang Tieniu Tan VLM MLLM 295 1 0 30 Jun 2025

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Natural Adversarial Examples

Papers citing "Natural Adversarial Examples"