Visual Representation Learning

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28 papers in the last four weeks, up 367% on the four weeks before. 0.3% of all new papers.

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  1. Multi-Level Bidirectional Biomimetic Learning for EEG-Based Visual Decoding

    May 6, 2026Jingtao Liu, Peiliang Gong, Chuhang Zheng +2Visual Representation LearningEEG-Based Visual Decoding

    Department of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing, China · Department of Electrical and Information Engineering, Tianjin University, Tianjin, China

  2. From Edges to Depth: Probing the Spatial Hierarchy in Vision Transformers

    Apr 25, 2026Jainum SanghaviTransformer InterpretabilityVisual Spatial Reasoning

    Northeastern University

  3. Visual Chart Representations for Cryptocurrency Regime Prediction: A Systematic Deep Learning Study

    Apr 25, 2026Dustin M. HaggettVisual Representation LearningConvolutional Neural Networks

    Department of Electrical and Computer Engineering Stevens Institute of Technology Hoboken, NJ, USA

  4. Distilling Vision Transformers for Distortion-Robust Representation Learning

    Apr 24, 2026Konstantinos Alexis, Giorgos Giannopoulos, Dimitrios GunopulosRepresentation LearningVisual Representation Learning

    Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Greece · National Observatory of Athens, Greece

  5. Region Matters: Efficient and Reliable Region-Aware Visual Place Recognition

    Apr 24, 2026Shunpeng Chen, Yukun Song, Changwei Wang +6Visual Representation LearningGeospatial Representation Learning

    School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing 100876, China. · Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology. · Spatialtemporal AI. +1

  6. Directional Confusions Reveal Divergent Inductive Biases Through Rate-Distortion Geometry in Human and Machine Vision

    Apr 23, 2026Leyla Roksan Caglar, Pedro A. M. Mediano, Baihan LinVisual Representation LearningRate-Distortion Theory

    Windreich Department of AI and Human Health Icahn School of Medicine at Mount Sinai New York, NY, USA · Department of Computing Imperial College London London, UK · Windreich Department of AI and Human Health Department of Psychiatry Icahn School of Medicine at Mount Sinai New York, NY, USA

  7. ImageHD: Energy-Efficient On-Device Continual Learning of Visual Representations via Hyperdimensional Computing

    Apr 23, 2026Jebacyril Arockiaraj, Dhruv Parikh, Viktor PrasannaVisual Representation LearningEnergy-Efficient ML

    University of Southern California, Los Angeles, CA, USA

  8. Image Generators are Generalist Vision Learners

    Apr 22, 2026Valentin Gabeur, Shangbang Long, Songyou Peng +22Image SegmentationVisual Representation Learning

    ★project leads and equal contributions · ∇core contributors · †project advisors +1

  9. Divide-and-Conquer Approach to Holistic Cognition in High-Similarity Contexts with Limited Data

    Apr 21, 2026Shijie Wang, Zijian Wang, Yadan Luo +3Visual Representation LearningFine-Grained Visual Perception

    Shandong University of Science and Technology, China · The University of Queensland, Australia

  10. Layout-Aware Representation Learning for Open-Set ID Fraud Discovery

    Apr 17, 2026Jinxing Li, Nicholas Ren, Cathy Chang +2Image Forgery DetectionVisual Representation Learning

    Persona Identities

  11. Steerable Visual Representations

    Apr 2, 2026Jona Ruthardt, Manu Gaur, Deva Ramanan +2Visual Representation LearningVision-Language Alignment

    University of Technology Nuremberg · Carnegie Mellon University · International Institute of Information Technology, Hyderabad

  12. SpatialFly: Implicit 3D Prior-Guided Visual Reparameterization for Continuous UAV Vision-and-Language Navigation

    Mar 22, 2026Wen Jiang, Kangyao Huang, Li Wang +9Visual Representation Learning3D Spatial Reasoning

    School of Mechanical Engineering, Beijing Institute of Technology, Beijing 100081, China · Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China · Chongqing Innovation Center, Beijing Institute of Technology, Chongqing 401120, China +5

  13. RAE-NWM: Navigation World Model in Dense Visual Representation Space

    Mar 10, 2026Mingkun Zhang, Wangtian Shen, Fan Zhang +3Visual NavigationWorld Model Learning

    Department of Precision Instrument, Tsinghua University, Beijing, China · University of Rochester, Rochester, NY, USA · Beijing Information Science and Technology University, Beijing, China

  14. Compositional Generalization Requires Linear, Orthogonal Representations in Vision Embedding Models

    Feb 27, 2026Arnas Uselis, Andrea Dittadi, Seong Joon OhNeural Representation GeometryVisual Representation Learning

    Tübingen AI Center, University of Tübingen · Helmholtz · Technical University of Munich

  15. JEPA-Bisim: Learning Robust Visual Representations for Planning with Joint-Embedding Predictive World Models

    Feb 20, 2026Leonardo F. Toso, Davit Shadunts, Yunyang Lu +5Visual Representation LearningWorld Models for Robotics

    Department of Electrical Engineering, Columbia University, New York, USA. · Capital One, USA.

  16. Coverage-aware Semantic Representation Learning for Underrepresented Visual Concepts

    Feb 18, 2026Sakib Ahammed, Xia Cui, Wenqi Lu +4Representation LearningVisual Representation Learning

    Department of Computing and Mathematics, Manchester Metropolitan University The Dalton Building, Chester Street, M1 5GD Manchester

  17. Semantic Purification for Conditional Representation Learning

    Feb 5, 2026Jiaquan Wang, Yan Lyu, Chen Li +1Disentangled Representation LearningRepresentation Learning

    School of Computer Science and Engineering, Southeast University, China · Biomedicine Discovery Institute, Department of Biochemistry and Molecular Biology, Monash University, Australia

  18. Spotlighting Task-Relevant Features: Object-Centric Representations for Better Generalization in Robotic Manipulation

    Jan 29, 2026Alexandre Chapin, Bruno Machado, Emmanuel Dellandréa +1Visual Representation LearningGeneralization in Robotic Manipulation

    LIRIS, imagine

  19. MTV: Revisiting Multi-Task Visual Representation Learning

    Jan 20, 2026Shangzhe Di, Zhonghua Zhai, Weidi XieVisual Representation LearningSelf-Supervised Visual Representation Learning

    SAI, Shanghai Jiao Tong University · ByteDance Seed

  20. Geometric Stability: The Missing Axis of Representations

    Jan 14, 2026Prashant C. RajuRepresentational Similarity AnalysisNeural Representation Geometry

  21. Enhancing Low-resolution Image Representation Through Normalizing Flows

    Jan 11, 2026Chenglong Bao, Tongyao Pang, Zuowei Shen +2Learned Image CompressionNormalizing Flows

    Yau Mathematical Sciences Center, Tsinghua University, Beijing, China, and Beijing Institute of Mathematical Sciences and Applications, Beijing, China · Yau Mathematical Sciences Center, Tsinghua University, Beijing, China · Department of Mathematics, National University of Singapore, Singapore +2

  22. Is Generation Required for Data-Efficient Perception?

    Dec 9, 2025Jack Brady, Bernhard Schölkopf, Thomas Kipf +2Visual Representation LearningGenerative Modeling

    Max Planck Institute for Intelligent Systems, Tübingen, Germany · Tübingen AI Center · ELLIS Institute, Tübingen +1

  23. Φeat: Physically Grounded Material Feature Representation

    Nov 14, 2025Giuseppe Vecchio, Adrien Kaiser, Claudia Cuttano +4Representation LearningVisual Representation Learning

    Adobe Research, France

  24. SAGE: Spatial-visual Adaptive Graph Exploration for Efficient Visual Place Recognition

    Sep 30, 2025Shunpeng Chen, Changwei Wang, Rongtao Xu +7Visual Representation LearningGeospatial Representation Learning

    School of Artificial Intelligence, Beijing University of Posts and Telecommunications · Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology · Spatialtemporal AI

  25. Improved Robustness from Biologically Inspired Sparse Contrast Representations

    Sep 29, 2025Lorena Stracke, Lia Nimmermann, Shashank Agnihotri +3Distribution Shift RobustnessImage Segmentation

    Media Systems, University of Siegen, Germany · Data and Web Science Group, University of Mannheim, Germany · Analogue Circuits and Image Sensors, University of Siegen, Germany +1

  26. eVGGT: An Efficient Geometry-Aware Vision Encoder for Visuomotor Policies

    Sep 19, 2025An Dinh Vuong, Minh Nhat Vu, Ian ReidVisual Representation LearningVisuomotor Policy Learning

    Department of Computer Vision, Mohammed bin Zayed University of Artificial Intelligence, UAE · AIT Austrian Institute of Technology GmbH, Austria

  27. Bringing Generative Learning to Representation Learning: Self-Supervised Transfer Learning as Distribution Matching

    Feb 20, 2025Yuling Jiao, Wensen Ma, Defeng Sun +2Visual Representation LearningDistribution Matching

    School of Artificial Intelligence, Wuhan University, 430072, Wuhan, China · School of Mathematics and Statistics, Wuhan University, Wuhan, 430072, China · Department of Applied Mathematics, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China +2