Image Corruption Robustness

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8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

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  1. On the Intrinsic Limited Robustness of Latent-Based Watermarking

    Oct 6, 2026Cheng-Han Yeh, Kuan-chun Yu, Cheng-Chang Tsai +1Diffusion Model WatermarkingImage Corruption Robustness

    Institute of Information Science Academia Sinica Taipei, Taiwan (ROC)

  2. Towards Reliable Vision-Language Models for Autonomous Driving

    Oct 1, 2026Manasa Mariam Mammen, Priyanka Mary Mammen, Zafer Kayatas +1VLM RobustnessImage Corruption Robustness

    Technical University of Munich, Heilbronn, Germany · Mercedes Benz AG, Sindelfingen, Germany · University of Massachusetts, Amherst, USA

  3. Signal-Noise Factorization Isolates Nuisance Variation into Removable Subspaces

    Sep 30, 2026Sakin Kirti, Joel ZylberbergImage Corruption RobustnessInvariant Representation Learning

    Bioinformatics IDP, Jules Stein Eye Institute University of California, Los Angeles Los Angeles, CA 90095, USA · Jules Stein Eye Institute University of California, Los Angeles Los Angeles, CA, 90095, USA

  4. Raw Imagery Impacting Your AI: Should You Care?

    Sep 29, 2026Adrien Dorise, Marjorie Bellizzi, Stéphane MayRemote Sensing Small Object DetectionImage Corruption Robustness

    CNES, Toulouse, France · IRT Saint-Exupéry, Toulouse, France

  5. What Paired Evaluations Reveal under Visual Perturbations

    Sep 28, 2026Yongda Wei, Chen Zhang, Yifei Wang +4Image Corruption RobustnessAdversarial Robustness

  6. ENet-GP: Unified Document Image Restoration

    Sep 27, 2026Sujal Burad, Aakanksha, A. N. Rajagopalan +1Image Corruption RobustnessImage Restoration

    Indian Institute of Technology, Madras · Adobe, India

  7. REDACT: Robust Perceptive Locomotion under Unseen Visual Corruption

    Sep 21, 2026Natapat Kirdwichai, Tobias Driskell-Poole, Andrei Sontea +3Image Corruption RobustnessRobot Locomotion

    The authors are with the Faculty of Engineering and Physical Sciences and the Faculty of Environmental and Life Sciences, University of Southampton, United Kingdom.

  8. RSPDBench: Benchmarking Vision Foundation Models on Earth Observation Tasks Under Physically Grounded Remote-Sensing Product Degradations

    Sep 20, 2026Tanjim Bin Faruk, Khondaker Masfiq Reza, Shrideep Pallickara +1Image Corruption RobustnessGeospatial Foundation Models

    Colorado State University

  9. TaskGuard: Task-Conditioned Restoration Utility for Risk-Aware Object Detection

    Sep 7, 2026Vung PhamImage Corruption RobustnessImage Restoration

    Computer Science Department, Sam Houston State University, Huntsville, Texas, USA

  10. Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation

    Sep 1, 2026Lucas Cunha, Lucas Sotomaior, Lucas Gasperin +3Image Corruption RobustnessImage Forgery Detection

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  11. Failure or Drift? Evaluating Monocular SLAM under Synthetic and Real-World Corruptions

    Aug 31, 2026Abhay Skaria Thomas, Shashank Agnihotri, Margret KeuperSimultaneous Localization and MappingImage Corruption Robustness

    Machine Learning Group, University of Mannheim, Germany · Max-Planck-Institute for Informatics, Saarland Informatics Campus, Germany

  12. Degraded Infrared Small Object Detection via Degradation-Adapted Physics-Guided Restoration

    Aug 10, 2026Xinkai Lu, Wenjun Chen, Yi Li +2Image Corruption RobustnessPhysics-Guided Image Restoration

    National Key Lab of Multispectral Information Intelligent Processing Technology School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan, China · School of Ocean Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China

  13. RMR-Net: Degradation-Evidence-Guided Road-Image Restoration for Defect Detection

    Aug 9, 2026Amir Ghorbani, Amirali K. Gostar, WeiQin Chuah +3Image Corruption RobustnessImage Restoration

    School of Engineering, RMIT University, Melbourne, VIC 3000, Australia

  14. Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration

    Aug 7, 2026Zihao He, Yunfeng Wu, Xinchao Wang +1Image Corruption RobustnessAll-in-One Image Restoration

    School of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China · Alibaba Group, Beijing, China · School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China +1

  15. Suppress and Diversify: Refining Robust Pathways for Corruption Robustness

    Aug 7, 2026Jiangang Yang, Wenhui Shi, Xiaoran Xu +4Image Corruption RobustnessNeural Network Robustness

    Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China · University of Chinese Science, Beijing, China

  16. CASIAL: Geometric Distortion Robust Image Watermarking

    Jul 29, 2026Yupeng Qiu, Han Fang, Ee-Chien ChangImage Corruption RobustnessRobust Watermarking

    School of Computing, National University of Singapore, Singapore · School of Cyber Science and Technology, University of Science and Technology of China, Hefei, Anhui, China

  17. ReLATE: Reliability-Guided Evidence Fusion for Robust UAV--Satellite cross-view Geo-Localization

    Jul 28, 2026Haochen Jiang, Jialei Pan, Yuzhe Sun +4Image Corruption RobustnessCross-View Geo-Localization

    School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, China · National Key Laboratory of Radar Detection and Sensing, Nanjing Research Institute of Electronics Technology, Nanjing 210039, China · School of Electrical and Electronic Engineering, University of Manchester, Manchester M13 9PL, United Kingdom

  18. AI-interpreted Optical Scattering for Robust and Focal Depth-Aware Imaging

    Jul 24, 2026Eunji Ko, Patrick Ross, Corey Hart +1Image Corruption RobustnessComputational Imaging

    University of Maryland – College Park · Lockheed Martin

  19. Hybrid Semantic and Spectral Ensemble for Robust Synthetic Image Source Attribution

    Jul 24, 2026Md. Ajwad HossainImage Corruption RobustnessDigital Image Forensics

    Chittagong University of Engineering and Technology Chittagong, Bangladesh

  20. The Second LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Results

    Jul 23, 2026Xiang Chen, Hao Li, Jiangxin Dong +89Image Corruption RobustnessAll-in-One Image Restoration

  21. Trustworthy Medical Segmentation: Uncertainty-Aware U-Net Evaluation Under Clinical Image Degradation

    Jul 22, 2026Pranav Kaliaperumal, Manisha KaliaperumalImage Corruption RobustnessU-Net

    Department of Computer Science University of Colorado Denver Aurora, CO, USA · Department of Biology (Pre-Medical) Creighton University Omaha, NE, USA

  22. Recti-Q: Feature-Space Rectification for Out-of-Distribution-Robust Quantized Perception in Edge Robotics

    Jul 20, 2026Hamidreza Yaghoubi Araghi, Parastoo Pilevar, Ming C. LinDistribution Shift RobustnessImage Corruption Robustness

    University of Maryland, College Park, MD, USA

  23. Certified Training for Convolutional Perturbations

    Jul 20, 2026Benedikt Brückner, Alessio LomuscioImage Corruption RobustnessNeural Network Robustness

    Safe Intelligence · Imperial College London

  24. DARA: Degradation-Aware Low-Rank Residual Adaptation with Original-to-Corrupted Distillation for Corruption-Robust Animal Re-Identification

    Jul 18, 2026Cynthia Xie, Talia XuAnimal Re-IdentificationImage Corruption Robustness

    The University of Auckland Auckland, New Zealand

  25. GlobalForge: Towards Robust AI-Generated Image Detection

    Jul 16, 2026Manni Cui, Ruiqi Liu, Dianyuan Zou +8Image Corruption RobustnessNeural Network Robustness

    1Huazhong University of Science and Technology · Institute of Automation, Chinese Academy of Sciences · 3Jilin University +1

  26. Interleaved Noise Injection Improves Clean, Corrupted, and OOD Performance

    Jul 16, 2026Matt L. Wiemann, Peter Melchior, Andrew K. SaydjariImage Corruption RobustnessNeural Network Robustness

    Princeton University

  27. Foveation-Guided Dynamic Token Selection for Robust and Efficient Vision Transformers

    Jul 10, 2026Ibrahim Batuhan Akkaya, Kishaan Jeeveswaran, Bahram Zonooz +1Image Corruption RobustnessEfficient ViTs

    Advanced Research Lab, NavInfo Europe, Eindhoven, 5657 DB, Netherlands · Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, 5612 AZ, Netherlands

  28. Probabilistic Robustness in Medical Image Classification

    Jul 4, 2026Yi Zhang, Siddartha Khastgir, Xingyu ZhaoImage Corruption RobustnessMedical Image Classification

    WMG, University of Warwick, Coventry, United Kingdom

  29. Assessing VLM Reliability for Medical Image Quality Evaluation Under Corruption and Bias

    Jul 2, 2026Sofiane Ouaari, Kevin Vorwalder, Nico PfeiferVLM EvaluationImage Corruption Robustness

    Methods in Medical Informatics, Department of Computer Science, University of Tuebingen, Germany. · Institute for Bioinformatics and Medical Informatics (IBMI), University of Tuebingen, Germany.

  30. On the stability of scale-space metrics

    Jun 25, 2026William LeebImage Corruption Robustness

    School of Mathematics University of Minnesota, Twin Cities Minneapolis, MN

  31. Robust Onion: Peeling Open Vocab Object Detectors Under Noise

    Jun 25, 2026Priyank Pathak, Mukilan Karuppasamy, Aaditya Baranwal +2Open-Vocabulary Object DetectionVLM Robustness

    UCF Institute of Artificial Intelligence, University of Central Florida (UCF)

  32. How Robust is OCR-Reasoning? Evaluating OCR-Reasoning Robustness of Vision-Language Models under Visual Perturbations

    Jun 24, 2026Yuxing Cheng, Yuan Wu, Yi ChangVLM EvaluationVLM Robustness

    School of Artificial Intelligence, Jilin University · Engineering Research Center of Knowledge-Driven Human-Machine Intelligence, MOE, China · International Center of Future Science, Jilin University

  33. DR-Mamba: Automatic Inference-Time Domain Adaptation for Document Image Binarization via Sample-Conditioned Detail-Background Suppression

    Jun 21, 2026Sheng-Wei Chan, Jen-Shiun ChiangMambaTest-Time Adaptation

    Department of Electrical and Computer Engineering, Tamkang University, New Taipei City, Taiwan

  34. How Fragile Are Training-Free AI-Generated Image Detectors? A Controlled Audit of Score Direction, Preprocessing, and Compression

    Jun 18, 2026Jingwen Zhou, Mingzhe WangImage Corruption RobustnessAI-Generated Image Detection

    Xidian University, Xi’an, China

  35. Test-Time Training for Robust Text-Guided Open-Vocabulary Object Counting

    Jun 16, 2026Hao-Yuan Ma, Yuda Zou, Li Zhang +1VLM RobustnessImage Corruption Robustness

    School of Computer Science and Technology, Soochow University Suzhou, China · Wuhan University Wuhan, China

  36. ALCL: An Adaptive Log-Correntropy Loss for Robust Learning under Non-Gaussian Noise

    Jun 14, 2026Mainak Kundu, Ria Kanjilal, Ismail UysalImage Corruption RobustnessRobust Loss Functions

    Department of Electrical Engineering, University of South Florida, Tampa, FL 33620 USA · Department of Computer Engineering, California Polytechnic State University, San Luis Obispo, CA 93407 USA

  37. Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection

    Jun 9, 2026Dahye Kim, Jaehyun Choi, Hyun Seok Seong +4Image Corruption RobustnessAI-Generated Image Detection

    Korea AI Safety Institute (AISI), ETRI, Seongnam, South Korea · Department of Artificial Intelligence, Sungkyunkwan University, Suwon, South Korea

  38. Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding?

    Jun 6, 2026Jiaqi Tang, Jianmin Chen, Youyang Zhai +6VLM RobustnessImage Corruption Robustness

    The Hong Kong University of Science and Technology, Hong Kong · Northwestern Polytechnical University, Xi’an, China · Northeastern University, Shenyang, China +2

  39. Rank-Aware Quantile Activation for Motion-Robust Crop Segmentation in UAV Imagery

    May 31, 2026Abinav Kiran, Sravan Danda, Aditya Challa +2Agricultural Image AnalysisImage Corruption Robustness

  40. Pre-Deployment Robustness Stress Testing for CT Segmentation Systems Using Clinically Motivated Multi-Corruption Augmentation

    May 30, 2026CholMin Kanga, Jonghyun Chung, Amanpreet Kaur +2Image Corruption RobustnessData Augmentation

    Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Korea · Google Inc., 1600 Amphitheatre Parkway, Mountain View, 94043, California, United States

  41. Non-Learning Low-Light Stereo Vision

    May 29, 2026Jason Wang, Lucas Nguyen, Hyunseung Eom +2Image Corruption RobustnessStereo Matching

    Department of Computer Sciences, Purdue University · Elmore Family School of Electrical and Computer Engineering, Purdue University

  42. Beyond Accuracy: Evaluating Efficiency, Robustness and Explainability in Deep Learning for Malaria Diagnosis

    May 29, 2026Olivier Kanamugire, Kerol DjoumessiEfficient Neural Network InferenceImage Corruption Robustness

    African Institute for Mathematical Sciences, Kigali, Rwanda · Hertie Institute for AI in Brain Health, University of Tübingen, Germany

  43. A Mechanistic Analysis of Adversarial Fine-tuning of Vision Transformers

    May 28, 2026Hannah Gao, Isha Agarwal, Dylan Hadfield-Menell +1Adversarial TrainingFine-Tuning

    Massachusetts Institute of Technology · MIT Cambridge, MA

  44. Bridging the Generalization Gap in Adverse Weather Segmentation: A Training Recipe Perspective

    May 27, 2026Cong Xu, Pu Luo, Yumei Li +1Image Corruption RobustnessDomain Adaptation

    1Xidian University

  45. COD10K-C: Benchmarking Robustness of Camouflaged Object Detection Under Natural Image Corruptions

    May 23, 2026Arafat Hossain SayemImage SegmentationImage Corruption Robustness

  46. Impact of Atmospheric Turbulence and Pointing Error on Earth Observation

    May 21, 2026Celia Sánchez-de-Miguel, Antonio M. Mercado-Martínez, Beatriz Soret +2Image Corruption RobustnessRemote Sensing

    TELMA, University of Malaga Malaga, Spain

  47. DocQT: Improving Document Forgery Localization Robustness via Diverse JPEG Quantization Tables

    May 19, 2026Kylian Ronfleux-Corail, Guillaume Bernard, Mickaël Coustaty +1Image Corruption RobustnessImage Forgery Detection

    L3I · MAIF, Niort, France · L3i Laboratory, La Rochelle University, La Rochelle, France

  48. StableVLA: Towards Robust Vision-Language-Action Models without Extra Data

    May 18, 2026Yiyang Fu, Chubin Zhang, Shukai Gong +7Image Corruption RobustnessVision-Language-Action Models

    Peking University · Tsinghua University · Astribot +2

  49. Encoding Robust Topological Signatures for Hyperdimensional Computing

    May 16, 2026Arpan KusariImage Corruption RobustnessHyperdimensional Computing

    University of Michigan Transportation Research Institute University of Michigan Ann Arbor, MI 48109

  50. A Causally Grounded Taxonomy for Image Degradation Robustness Evaluation

    May 15, 2026Stefan Becker, Simon Weiss, Wolfgang Hübner +1Image Corruption Robustness

    Fraunhofer IOSB Ettlingen, Germany

  51. DRIVE-C: A Controlled Corruption Dataset for Autonomous Driving

    May 10, 2026Shiva AherAutonomous Driving DatasetsAutonomous Driving Benchmarks

    Georgia Institute of Technology, Georgia, United States

  52. Reinforcing Multimodal Reasoning Against Visual Degradation

    May 10, 2026Rui Liu, Dian Yu, Haolin Liu +6VLM RobustnessImage Corruption Robustness

    Tencent Hunyuan · University of Maryland, College Park · University of Virginia +1

  53. GC-ART: Global Learnable Second-Order Rational Tone Curves for Illumination Robustness

    May 8, 2026Wei Huang, Joyce HuangDistribution Shift RobustnessImage Enhancement

    1Microsoft · 2Massachusetts Institute of Technology

  54. Normalization Equivariance for Arbitrary Backbones, with Application to Image Denoising

    May 5, 2026Youssef Saied, François FleuretImage Corruption RobustnessNeural Network Robustness

    Department of Computer Science, University of Geneva, Switzerland · Meta FAIR.

  55. Robust Deepfake Detection: Mitigating Spatial Attention Drift via Calibrated Complementary Ensembles

    Apr 28, 2026Minh-Khoa Le-Phan, Minh-Hoang Le, Trong-Le Do +1Image Corruption RobustnessDeep Ensembles

    University of Science, VNU-HCM, Ho Chi Minh City, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam

  56. Robustness Evaluation of a Foundation Segmentation Model Under Simulated Domain Shifts in Abdominal CT: Implications for Health Digital Twin Deployment

    Apr 28, 2026Sanghati BasuDistribution Shift RobustnessImage Segmentation

    Healthcare Informatics, University of Illinois Springfield

  57. Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations

    Apr 27, 2026Zhengru Fang, Yu Guo, Fei Liu +5Image Corruption RobustnessAll-in-One Image Restoration

    City University of Hong Kong · Tsinghua University

  58. Robust Deepfake Detection, NTIRE 2026 Challenge: Report

    Apr 27, 2026Benedikt Hopf, Radu Timofte, Chenfan Qu +54Image Corruption RobustnessNeural Network Robustness

  59. Mapping License Plate Recoverability Under Extreme Viewing Angles for Opportunistic Urban Sensing

    Apr 26, 2026Igor Adamenko, Orpaz Ben Aharon, Yehudit Aperstein +1Image Corruption RobustnessImage Restoration

    School of Electrical Engineering, Afeka Academic College of Engineering, Tel Aviv, 69988, Israel · Afeka Academic College of Engineering, Tel Aviv, 69988, Israel · Intelligent Systems, Afeka Academic College of Engineering, Tel Aviv, 69988, Israel +1

  60. Do Protective Perturbations Really Protect Portrait Privacy under Real-world Image Transformations?

    Apr 26, 2026Ruiqing Sun, Xingshan Yao, Zhijing Wu +6Image Corruption RobustnessAdversarial Robustness

    Beijing Institute of Technology