Multiple Vision Tasks

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6 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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  1. Human-Like Attention? A Psychophysical Comparison of Visual Search in Humans and MLLMs

    Oct 4, 2026Renchi Zhang, Joost C. F. de Winter, Dimitra Dodou +2Multiple Vision TasksMultimodal Search Agents

    Faculty of Mechanical Engineering, Delft University of Technology, Delft, The Netherlands

  2. EviViT: Evidence-Adaptive Vision Transformers for Fine-Grained Perception

    Sep 29, 2026Yaoxin Niu, Zhangquan Chen, Yang Zhang +5Self-Supervised Vision TransformersFine-Grained Perception

    Tsinghua University · Peng Cheng Laboratory · The Hong Kong University of Science and Technology +3

  3. Visual Parallel Search: Learning to Search High-Resolution Images with Parallel Tile Inspection and Adaptive Zoom

    Sep 29, 2026Xijia Tao, Yihua Teng, Xinyu Fu +5Multiple Vision TasksVisual Evidence

    The University of Hong Kong · Huawei Research · City University of Hong Kong +1

  4. Beyond Readability: Evaluating Task Information Recoverability

    Sep 29, 2026Yiwei LiuReadabilityMultiple Vision Tasks

    School of Science and Engineering The Chinese University of Hong Kong, Shenzhen

  5. AHMAD: Adaptive Hybrid Multi-task Vision Learning with Assisted Distillation for Keypoint Detection

    Sep 28, 2026Mohammad Mahdi, Nedyalko Prisadnikov, Yuqian Fu +3Multi--Task LearningKeypoint Detection

    INSAIT, Sofia University “St. Kliment Ohridski”

  6. 0.5%>100%: Bidirectional Reciprocal Learning for Referring Image Segmentation

    Sep 21, 2026Xiaoqiang Lu, Licheng Jiao, Lingling Li +5Vision-Language AlignmentMultiple Vision Tasks

    Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi’an, Shaanxi Province, 710071, China

  7. MNIST-PRO: MNIST is Back as a Partially Observable World for AI Agents

    Aug 31, 2026Vernon Toh, Navonil Majumder, Zhengyuan Liu +2PerceptuallyArtificial Intelligence Agents

    DeCLaRe Lab, Nanyang Technological University, Singapore · Agency for Science, Technology, and Research (A*STAR), Singapore

  8. VisLens: Single-Pass Interpretable Visual Search for Multimodal LLMs

    Aug 31, 2026Jingyi He, Sanghwan Kim, Zeynep AkataMultiple Vision TasksRecent Vision-Language Models

    Technical University of Munich · Helmholtz Munich · Munich Center for Machine Learning

  9. Conditional Visual Evidence Utility: State-Dependent Rank Reversals in Frozen Vision-Language Encoders

    Aug 28, 2026Yunxuan Fang, Xinhe WangVisual EvidenceMultiple Vision Tasks

    Beihang University

  10. Multi-Task Consistency-based Detection of Adversarial Attacks

    Aug 7, 2026Cong Chen, Jean-Philippe Monteuuis, Jonathan PetitAutonomous Driving PerceptionObject Detection

    Qualcomm Technologies, Inc. San Diego, CA 92121, USA

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

    Aug 7, 2026Jiangang Yang, Wenhui Shi, Xiaoran Xu +4Robustness VerificationAdversarial Corruption

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

  12. Geometry Meets Semantics: Fractional Gradient Stabilization for Semantic-Driven Bounding Box Optimization in Visual Detection Tasks

    Jul 26, 2026Qi Ming, Zheng Zhou, Haitian Yang +4Bounding BoxGeometric Machine Learning

    Beijing University of Technology · ShanghaiTech University · Beijing Institute of Technology +3

  13. Open-Vocabulary Gaze Object Prediction: Benchmark and Method

    Jul 21, 2026Binglu Wang, Sensen Niu, Ying Chen +1Gaze Target EstimationMultiple Vision Tasks

    Xi’an University of Architecture and Technology · College of Artificial Intelligence and Rebotics · Xi’an, China +3

  14. AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents

    Jul 16, 2026Susan Liang, Chao Huang, Filippos Bellos +3Multiple Vision TasksFine-Grained Perception

    University of Rochester · Univeristy of Michigan

  15. Peak-End-Net: A Peak-End Rule Inspired Framework for Generalizable Video Aesthetic Assessment

    Jul 15, 2026Geng Li, Haiwen Li, Rui Chen +3Video QualityAesthetics

  16. Let RGB Be the Language of Vision

    Jul 14, 2026Timing Yang, Jinrui Yang, Xinlong Li +11Vision Foundation ModelsMultiple Vision Tasks

    Johns Hopkins University · UC Santa Cruz · Carnegie Mellon University +1

  17. TDSal: Task-Based Top-Down Saliency Prediction Model

    Jul 10, 2026Can Mizrakli, Tolga K. CapinSaliencyMultiple Vision Tasks

    Karlsruhe Institute of Technology, Germany · TED University, Türkiye

  18. BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception

    Jul 3, 2026Geng Li, Yuxin PengFine-Grained PerceptionMultiple Vision Tasks

    Wangxuan Institute of Computer Technology, Peking University

  19. EAGLE-360: Embodied Active Global-to-Local Exploration in 360∘^\circ

    Jul 2, 2026Jingtao Xu, Zizhuo Lin, Jianwen Sun +2Multiple Vision TasksMultimodal Search Agents

    1Zhejiang University · 2Central China Normal University

  20. GeoSearcher: Anchor-Guided Progressive Reasoning for Remote Sensing Visual Grounding with Process Supervision

    Jul 1, 2026Dianyu Wang, Peirong Zhang, Xuyang Li +2Remote SensingMultiple Vision Tasks

    Aerospace Information Research Institute, the Key Laboratory of Network Information System Technology (NIST), and the Key Laboratory of Target Cognition and Application Technology (TCAT), Chinese Academy of Sciences, Beijing 100190, China · School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100190, China

  21. PixelEyes: Decoupling Perception and Reasoning for Pinpoint Visual Evidence Seeking

    Jun 30, 2026Dengxian Gong, Yuanzheng Wu, Haobo Yuan +11Multiple Vision TasksVisual Evidence

    Wuhan University · UC Merced · UTS +3

  22. Do vision-language models search like humans? Reasoning tokens as a reaction-time analog in classic visual-search paradigms

    Jun 23, 2026Farahnaz WickMultiple Vision TasksVisual Perception

    1Independent Researcher

  23. LightSTAR: Efficient Visual Document Retrieval via Lightweight Selection with Vision-Adaptive Refinement

    Jun 22, 2026Tongkun Guan, Haocheng Wang, Wei Shen +1Visual Document RetrievalMultimodal Retrieval

    MoE Key Lab of Artificial Intelligence, AI Institute, School of Computer Science, Shanghai Jiao Tong University

  24. VTOS: Learning to Orchestrate Vision Tools by Co-Searching Solutions and Observers

    Jun 17, 2026Jinchao Ge, Lingqiao Liu, Shuwen Zhao +1Multiple Vision TasksComputer Vision

    University of Wollongong · Adelaide University · Tianjin University of Technology

  25. PhaseWin: An Efficient Search Algorithm for Faithful Visual Attribution

    Jun 16, 2026Zihan Gu, Junchi Zhang, Li Liu +2Multiple Vision TasksSearch Algorithms

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100093, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing 100049, China · Shanghai Center for Mathematical Sciences, Fudan University, Shanghai 200438, China +2

  26. MambaCount: Efficient Text-guided Open-vocabulary Object Counting with Spatial Sparse State Space Duality Block

    Jun 16, 2026Hao-Yuan Ma, Li Zhang, Minjie Qiang +1Vision State Space ModelsSpatial Tokens

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

  27. Position: The Systemic Lack of Agency in Visual Reasoning

    Jun 11, 2026Yizhao Huang, Haoyang Chen, Shiqin Wang +6Visual ReasoningMultiple Vision Tasks

    National Engineering Research Center for Multimedia Software, Institute of Artificial Intelligence, School of Computer Science, Wuhan University · Hubei Key Laboratory of Multimedia and Network Communication Engineering · Zhongguancun Academy, Beijing, China. +2

  28. VistaHop: Benchmarking Multi-hop Visual Reasoning for Visual DeepSearch

    Jun 2, 2026Hang He, Chuhuai Yue, Chengqi Dong +6Multiple Vision Tasks

    1East China Normal University · 2Meituan · 3Shanghai Innovation Institute

  29. Tabero: Learning Gentle Manipulation with Closed-Loop Force Feedback from Vision, Touch, and Language

    May 27, 2026Qiwei Wu, Rui Zhang, Xin Xiang +4TactileRobotic Manipulation

    Nvidia, Beijing, China · Hong Kong University of Sci

  30. VisualNeedle: Benchmarking Active Visual Search in Information-Dense Scenes

    May 25, 2026Jingru Chen, Yiming Liu, Mingtao Chen +5Multiple Vision TasksFine-Grained Perception

    Hunyuan, Tencent · Peking University · Zhejiang University

  31. CVSearch: Empowering Multimodal LLMs with Cognitive Visual Search for High-Resolution Image Perception

    May 22, 2026Liupeng Li, Haoqian Kang, Zhenyu Lu +4Multiple Vision TasksMultimodal Search Agents

    Harbin Institute of Technology, Shenzhen, China · Peng Cheng Laboratory, Shenzhen, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.

  32. Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth

    May 18, 2026Yuhuan Wu, Cong Wei, Fangzhen Lin +2Recent Vision-Language ModelsMultiple Vision Tasks

    Hong Kong University of Science and Technology · University of Waterloo

  33. The MixCount Dataset: Bridging the Data Gap for Open-Vocabulary Object Counting

    May 18, 2026Corentin Dumery, Niki Amini-Naieni, Shervin Naini +1CountingVision Datasets

    EPFL · University of Oxford · Northwestern University

  34. DiffVAS: Diffusion-Guided Visual Active Search in Partially Observable Environments

    May 15, 2026Anindya Sarkar, Srikumar Sastry, Aleksis Pirinen +2Multiple Vision TasksDynamic Environments

    Washington University in St. Louis, United States · RISE Research Institutes of Sweden Climate AI Nordics, Sweden

  35. From Web to Pixels: Bringing Agentic Search into Visual Perception

    May 12, 2026Bokang Yang, Xinyi Sun, Kaituo Feng +3Multiple Vision TasksVisual Perception

    1Shenzhen Loop Area Institute · 2Wuhan University · 3CUHK MMLab

  36. TCP-SSM: Efficient Vision State Space Models with Token-Conditioned Poles

    May 12, 2026Sara Shoouri, Morteza Tavakoli Taba, Hun-Seok KimVision State Space ModelsState Space Models

    University of Michigan

  37. From Pixels to Concepts: Do Segmentation Models Understand What They Segment?

    May 10, 2026Shuang Liang, Zeqing Wang, Yuxian Li +2Multiple Vision TasksAmbiguity

    Department of Electrical and Computer Engineering, The University of Hong Kong · CASIC · School of Computer Science and Engineering, Sun Yat-sen University +1

  38. Look Beyond Saliency: Low-Attention Guided Dual Encoding for Video Semantic Search

    May 7, 2026Faisal Aljehrai, Mohammed A. Alkhrashi, Alreem Almuhrij +6Visual EmbeddingsSaliency

    Saudi Data And Artificial Intelligence Authority (SDAIA)

  39. S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models

    Apr 20, 2026Nitish Shukla, Surgan Jandial, Arun RossMultiple Vision TasksSequential Preference Optimization

    Michigan State University · Carnegie Mellon University

  40. E3VS-Bench: A Benchmark for Viewpoint-Dependent Active Perception in 3D Gaussian Splatting Scenes

    Apr 20, 2026Koya Sakamoto, Taiki Miyanishi, Daichi Azuma +6Viewpoint-Dependent Active PerceptionMultiple Vision Tasks

    The University of Tokyo, Japan · National Institute of Informatics, Japan · Institute of Science Tokyo, Japan +3

  41. Task Alignment: A Simple Proxy for Practical Model Merging Across Diverse Vision Tasks

    Date pendingPau de Jorge, César Roberto de Souza, Björn Michele +5Continual Model MergingMultiple Vision Tasks

    NAVER LABS Europe