Vision Foundation Model Adaptation

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22 papers in the last four weeks, up 83% on the four weeks before. 0.2% of all new papers.

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  1. Rapidly deploying on-device eye tracking by distilling visual foundation models

    Apr 2, 2026Cheng Jiang, Jogendra Kundu, David Colmenares +4Gaze EstimationVision Foundation Model Adaptation

    Meta Reality Labs, USA

  2. Fisheye3R: Adapting Unified 3D Feed-Forward Foundation Models to Fisheye Lenses

    Mar 30, 2026Ruxiao Duan, Erin Hong, Dongxu Zhao +33D Foundation ModelsDomain Adaptation

    Yale University · Google

  3. VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection

    Mar 27, 2026PengYu Chen, Shang Wan, Xiaohou Shi +3Masked AutoencodersVision Foundation Model Adaptation

    School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing 100876, China · China Telecom Research Institute Beijing, China · Department of Computer Science, Missouri University of Science and Technology, Rolla, MO 65409 USA

  4. SIMPLER: Efficient Foundation Model Adaptation via Similarity-Guided Layer Pruning for Earth Observation

    Mar 20, 2026Víctor Barreiro, Johannes Jakubik, Francisco Argüello +1Geospatial Foundation ModelsVision Foundation Model Adaptation

    Centro Singular de Investigación en Tecnoloxías Intelixentes (CiTIUS), Universidade de Santiago de Compostela, Spain · Departmento de Electrónica e Computación, Universidade de Santiago de Compostela, Spain · IBM Research Europe, Zurich, Switzerland

  5. FMMC: Harnessing the Power of Foundation Models for Accurate Material Classification

    Mar 18, 2026Qingran Lin, Fengwei Yang, Chaolun ZhuVision-Language ModelsSynthetic Data Generation

    Georgia Institute of Technology · Duke University · Waseda University

  6. RePer-360: Releasing Perspective Priors for 360∘^\circ Depth Estimation via Self-Modulation

    Mar 6, 2026Cheng Guan, Chunyu Lin, Zhijie Shen +2Domain AdaptationDepth Estimation

    Institute of Information Science, Beijing Jiaotong University, Beijing 100044, China. · Visual Intelligence +X International Cooperation Joint Laboratory of MOE, Beijing 100044, China.

  7. Spanning the Visual Analogy Space with a Weight Basis of LoRAs

    Feb 17, 2026Hila Manor, Rinon Gal, Haggai Maron +2Vision Foundation Model AdaptationLow-Rank Adaptation

    2NVIDIA, Israel · 1Technion, Israel · 3Bar-Ilan University, Israel

  8. STORM: Slot-based Task-aware Object-centric Representation for robotic Manipulation

    Jan 28, 2026Alexandre Chapin, Emmanuel Dellandréa, Liming ChenVision Foundation Model AdaptationGeneralization in Robotic Manipulation

    LIRIS · Ecole Centrale de Lyon, LIRIS, 69130, Ecully, France

  9. Attentive multilayer fusion for vision transformers

    Jan 14, 2026Laure Ciernik, Marco Morik, Lukas Thede +4Linear ProbingVision Transformer

    Machine Learning Group, Technische Universität Berlin, Berlin, Germany · Hector Fellow Academy, Karlsruhe, Germany · Berlin Institute for the Foundations of Learning and Data (BIFOLD), Berlin, Germany +7

  10. Depth Anything in 360∘360^\circ: Towards Scale Invariance in the Wild

    Dec 28, 2025Hualie Jiang, Ziyang Song, Zhiqiang Lou +2Depth EstimationMonocular Depth Estimation

    Insta360 Research

  11. Probing and Leveraging Video Diffusion Transformer Features for Robust Point Tracking

    Dec 23, 2025Soowon Son, Honggyu An, Jisu Nam +7Point TrackingVideo Diffusion Models

    KAIST AI · Google DeepMind

  12. Multi-View Foundation Models

    Dec 17, 2025Leo Segre, Or Hirschorn, Shai AvidanMulti-View ConsistencyVision Foundation Model Adaptation

    Tel Aviv University

  13. AD-SAM: Adapting the Segment Anything Model for Semantic Segmentation in Autonomous Driving

    Oct 30, 2025Het Patel, Mario Camarena, Fatemeh Nazari +3Vision Foundation Model AdaptationAutonomous Driving Perception

    Department of Computer Science, The University of Texas Rio Grande Valley, Edinburg, TX 78539 USA · Department of Civil Engineering, The University of Texas Rio Grande Valley, Edinburg, TX 78539 USA · Department of Computer Science and Engineering, University of California Riverside, Riverside, CA 92521 USA

  14. Evaluating Fundus-Specific Foundation Models for Diabetic Macular Edema Detection

    Oct 8, 2025Franco Javier Arellano, José Ignacio OrlandoMedical Imaging Foundation ModelsVision Foundation Model Adaptation

    Yatiris Group, PLADEMA Institute, UNICEN, Tandil, Argentina · CONICET, Tandil, Argentina

  15. Phantom-Insight: Adaptive Multi-cue Fusion for Video Camouflaged Object Detection with Multimodal LLM

    Sep 8, 2025Hua Zhang, Changjiang LuoVideo Object SegmentationVision Foundation Model Adaptation

    Institute of Information Engineering, Chinese Academy of Sciences · School of Cyber Security, University of Chinese Academy of Sciences

  16. EndoUFM: Utilizing Foundation Models for Monocular depth estimation of endoscopic images

    Aug 25, 2025Xinning Yao, Bo Liu, Bojian Li +3Medical ImagingMonocular Depth Estimation

    Image Processing Center, Beihang University, Beijing, 100191, China. · State Key Laboratory of High-Efficiency Reusable Aerospace Transportation Technology, Beijing 102206, China.

  17. Extending Foundational Monocular Depth Estimators to Fisheye Cameras with Calibration Tokens

    Aug 6, 2025Rit Gangopadhyay, Jung-Hee Kim, Xien Chen +3Domain AdaptationDepth Estimation

    Yale University1 · Michigan State University2

  18. WaRA: Wavelet Low-Rank Adaptation for Medical Image Classification

    Jun 25, 2025Moein Heidari, Yijin Huang, Yasamin Medghalchi +3Vision Foundation Model AdaptationLow-Rank Adaptation

    School of Biomedical Engineering, The University of British Columbia, Vancouver, BC, Canada · Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China · Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada +2

  19. Unlocking Pretrained Vision Transformers for Time Series Classification

    Jun 10, 2025Simon Roschmann, Quentin Bouniot, Vasilii Feofanov +2Time Series ClassificationVision Transformer

    Helmholtz Munich · Technical University of Munich · Munich Center for Machine Learning +2

  20. SARTM: Segment Any RGB Thermal Model with Language aided Distillation

    May 4, 2025Dong Xing, Jinhe Zhang, Hang Yang +1Vision Foundation Model AdaptationSemantic Segmentation

    Changchun Institute of Optics, Fine Mechanicsand Physics, Chinese Academy of Sciences University

  21. C-LoRA: Continual Low-Rank Adaptation for Pre-trained Visual Models

    Feb 25, 2025Xin Zhang, Liang Bai, Xian YangLow-Rank AdaptationVision Foundation Model Adaptation

    Institute of Intelligent Information Processing, Shanxi University, Taiyuan, 030006, China · Alliance Manchester Business School, The University of Manchester, Manchester, M13 9PL, UK

  22. Large Pretraining Datasets Don't Guarantee Robustness after Fine-Tuning in Image Classification

    Oct 28, 2024Jaedong Hwang, Brian Cheung, Zhang-Wei Hong +3Neural Network RobustnessOOD Generalization

    Massachusetts Institute of Technology

  23. Early Intervention for VFM-based Multimodal Medical Image Classification

    Date pendingQijie Wei, Hailan Lin, Xirong LiCross-Modal Representation LearningVision Foundation Model Adaptation

    Renmin University of China, Beijing 100872, China

  24. A2DINOv3: Rethinking Multi-Modal Object Detection via Socialized Collaboration

    Date pendingJiekang Feng, Zhihe Fan, Yunqi Zhu +6Multispectral Object DetectionInfrared Object Detection

    School of Artificial Intelligence, Tianjin University · School of Sports Training, Tianjin University of Sport · School of Computer Science and Engineering, University of New South Wales +2