Recent Vision Foundation Models

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8 papers in the last four weeks, down 38% on the four weeks before. 0.1% of all new papers.

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  1. Cross-Domain Generalization Limits of Vision Foundation Models in Facial Deepfake Detection

    May 24, 2026Ibrahim DelibasogluDeepfake DetectionDigital Forensics

    Department of Software Engineering, Faculty of Computer and Information Sciences, Sakarya University, Esentepe, Sakarya, 54050 Türkiye.

  2. BED-SAM2: Boundary-Enhanced-Depth SAM2 via Monocular Geometric Priors

    May 24, 2026Tyler Rust, Dara McNally, Kyle O'Donnell +2Camouflaged Object DetectionObject Detection

    University of Delaware · University of South Florida · DEVCOM Army Research Laboratory

  3. Rethinking Transfer Learning for Industrial Inspection: DINOv3 vs. ImageNet Pretraining Across RGB and X-ray Tasks

    May 22, 2026Mehdi Gharbage, Céline Teulière, Pierre Bouges +1Recent Vision Foundation ModelsDinov3

    1Michelin Tyres Manufacturer · 2Universit´e Clermont Auvergne, CNRS, Institut Pascal, Clermont-Ferrand, France

  4. Dithering Defense: Adversarial Robustness of Vision Foundation Models via Multi-Level Floyd-Steinberg Dithering

    May 21, 2026Yury Belousov, Brian Pulfer, Vitaliy Kinakh +1Recent Vision Foundation ModelsVision Foundation Models

    Department of Computer Science, University of Geneva, Switzerland

  5. Accelerating Vision Foundation Models with Drop-in Depthwise Convolution

    May 21, 2026Carmelo Scribano, Mohammad Mahdi, Nedyalko Prisadnikov +5Vision TransformerRecent Vision Foundation Models

    University of Modena and Reggio Emilia, Modena, Italy. · INSAIT, Sofia University “St. Kliment Ohridski”, Sofia, Bulgaria

  6. Lighting-aware Unified Model for Instance Segmentation

    May 19, 2026Qisai Liu, Alloy Das, Zhanhong Jiang +4LightingRecent Vision Foundation Models

    Iowa State University, Ames, IA 50011, USA

  7. PrAda: Few-Shot Visual Adaptation for Text-Prompted Segmentation

    May 19, 2026Gabriele Rosi, Fabio Cermelli, Carlo Masone +1Few-Shot SegmentationVision-Language Model Adaptation

    Politecnico di Torino · Focoos AI

  8. Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation

    May 19, 2026Junyuan Ma, Xunzhi Xiang, Wenbin Li +2Few-Shot SegmentationRecent Vision Foundation Models

    1Nanjing University

  9. PRISM-SLAM: Probabilistic Ray-Grounded Inference for Scale-aware Metric SLAM

    May 19, 2026Eunsoo Im, Gyeonggwan Lee, Seunghwan Hong +1Orb-Slam2Simultaneous Localization And Mapping

    KakaoMobility, South Korea

  10. A Systematic Failure Analysis of Vision Foundation Models for Open Set Iris Presentation Attack Detection

    May 18, 2026Rahul Anand, Siddharth Singh, Dileep A D +2Recent Vision Foundation ModelsVision Foundation Models

    Indian Institute of Technology, Dharwad, India. · SAFE Center, Norwegian University of Science and Technology (NTNU), Norway. · Indian Institute of Information Technology Dharwad, India.

  11. Metric-Guided Feature Fusion of Visual Foundation Models for Segmentation Tasks

    May 16, 2026Yachan Guo, JoseLuis Gomez Zurita, Danna Xue +2Recent Vision Foundation ModelsDense Prediction

    1Universitat Aut`onoma de Barcelona · 2Computer Vision Center · 3Harbin Institute of Technology, Shenzhen

  12. Developing a foundation model for high-resolution remote sensing data of the Netherlands

    May 11, 2026Paul Vermeeren, Heysem KayaRecent Vision Foundation ModelsCanopy

    Department of Information and Computer Sciences, Utrecht Univ., the Netherlands

  13. Rethinking Dense Optical Flow without Test-Time Scaling

    May 8, 2026Praroop Chanda, Suryansh KumarOptical FlowDense Prediction

    Visual and Spatial AI Lab1, VCCM Section College of PVFA2, Department of ECEN3, Department of CSCE4, Texas A&M University, College Station, Texas, USA

  14. Dual-Foundation Models for Unsupervised Domain Adaptation

    May 5, 2026Yerin Cheon, Aruna Balasubramanian, Francois RameauDomain AdaptationSemantic Segmentation

    Stony Brook University, Stony Brook, NY, USA · SUNY Korea, The State University of New York, Korea

  15. DINO Soars: DINOv3 for Open-Vocabulary Semantic Segmentation of Remote Sensing Imagery

    May 4, 2026Ryan Faulkenberry, Saurabh PrasadRemote Sensing Image SegmentationDinov3

    University of Houston

  16. AI and Open-data Driven Scalable Solar Power Profiling

    May 4, 2026Shiliang Zhang, Sabita Maharjan, Damla TurgutPhotovoltaicEnergy Forecasting

    Department of Informatics, University of Oslo, Norway · Department of Computer Science, University of Central Florida, USA

  17. OphMAE: Bridging Volumetric and Planar Imaging with a Foundation Model for Adaptive Ophthalmological Diagnosis

    May 4, 2026Tienyu Chang, Zhen Chen, Renjie Liang +9OphthalmologyOptical Coherence Tomography

    Department of Biostatistics and Health Data Science, Indiana University, Indianapolis, IN · Department of Biomedical Informatics and Data Science, Yale University, New Haven, CT · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong +5

  18. Global-Local Feature Decoding with Adapter-Guided SAMv2 for Salient Object Detection

    May 4, 2026Morteza Moradi, Mohammad Moradi, Simone Palazzo +2Feature PyramidRecent Vision Foundation Models

    University of Catania, Catania, Italy · Quintic AI, San Francisco, CA, USA

  19. Rethinking Electro-Optical Vision Foundation Models for Remote Sensing Retrieval: A Controlled Comparison with Generalist VFM

    May 4, 2026Hyobin Park, Minseok Seo, Dong-Geol ChoiRecent Vision Foundation ModelsRemote Sensing

    ANTLAB · Korea Advanced Institute of Science and Technology (KAIST) · South Korea +1

  20. SpectraDINO: Bridging the Spectral Gap in Vision Foundation Models via Lightweight Adapters

    May 4, 2026Yagiz Nalcakan, Hyeongjin Ju, Incheol Park +3Recent Vision Foundation ModelsVision Foundation Models

    Yonsei University, Seoul, Republic of Korea

  21. Foundation AI Models for Aerosol Optical Depth Estimation from PACE Satellite Data

    May 1, 2026Zahid Hassan Tushar, Sanjay PurushothamAtmospheric DynamicsHyperspectral Image

    University of Maryland, Baltimore County, Maryland, USA.

  22. Parameter-Efficient Adaptation of Pre-Trained Vision Foundation Models for Active and Passive Seismic Data Denoising

    Apr 30, 2026Jiahua Zhao, Umair bin Waheed, Jing Sun +3Full Waveform InversionRecent Vision Foundation Models

    Computation-based Science and Technology Research Center, The Cyprus Institute, Nicosia, Cyprus · Department of Geosciences, College of Petroleum Engineering and Geosciences, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia · Department of Intelligent Systems, Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, Netherlands +2

  23. Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization

    Apr 29, 2026Mingbo Hong, Feng Liu, Caroline Gevaert +2Multimodal Domain GeneralizationRecent Vision Foundation Models

    University of Twente · 2Drexel University

  24. TAP into the Patch Tokens: Leveraging Vision Foundation Model Features for AI-Generated Image Detection

    Apr 29, 2026Ahmed Abdullah, Nikolas Ebert, Oliver WasenmüllerAi-Generated Image DetectionRecent Vision Foundation Models

    Mannheim University of Applied Sciences, Germany

  25. Cross-Domain Transfer of Hyperspectral Foundation Models

    Apr 29, 2026Nick Theisen, Peer NeubertHyperspectral ImageCross-Modality

    Intelligent Autonomous Systems, University of Koblenz, Germany

  26. Decoupled Prototype Matching with Vision Foundation Models for Few-Shot Industrial Object Detection

    Apr 29, 2026Hari Prasanth S. M., Nilusha Jayawickrama, Risto OjalaObject DetectionUnsupervised Detection

    Department of Energy and Mechanical Engineering, Aalto University, Espoo, 02150, Finland.

  27. Dino-NestedUNet: Unlocking Foundation Vision Encoders for Pathology Tumor Bulk Segmentation via Dense Decoding

    Apr 27, 2026Tianyang Wang, Ziyu Su, Abdul Rehman Akbar +7Tumor SegmentationU-Net

    Department of Pathology, College of Medicine, The Ohio State University Wexner Medical Center, Columbus, OH, USA · Department of Biomedical Engineering, The Ohio State University, Columbus, OH, USA

  28. EXACT: an explainable anomaly-aware vision foundation model for analysis of 3D chest CT

    Apr 27, 2026Xuguang Bai, Mingxuan Liu, Tongxi Song +6Cone-Beam Computed TomographyRecent Vision Foundation Models

    School of Biomedical Engineering, Tsinghua University, Beijing, China. · Department of Radiology, Mianyang Central Hospital, Mianyang, China. · Center for Biomedical Imaging Research, Tsinghua University, 30 Shuangqing Road, Haidian District, Beijing, China, 100084

  29. VFM4^{4}SDG: Unveiling the Power of VFMs for Single-Domain Generalized Object Detection

    Apr 23, 2026Yupeng Zhang, Ruize Han, Ningnan Guo +3Recent Vision Foundation ModelsObject Detection

    College of Intelligence and Computing, Tianjin University, Tianjin 300350, China · Faculty of Computer Science and Artificial Intelligence, Shenzhen University of Advanced Technology, Shenzhen 518107, Guangdong, China

  30. EgoDyn-Bench: Evaluating Ego-Motion Understanding in Vision-Centric Foundation Models for Autonomous Driving

    Apr 22, 2026Finn Rasmus Schäfer, Yuan Gao, Dingrui Wang +5Autonomous DrivingEgocentric Vision

    Professorship of Autonomous Vehicle Systems, Technical University of Munich, Munich, Germany · Bayerische Motoren Werke AG, Munich, Germany · Data Analytics and Machine Learning Group, Technical University of Munich, Munich, Germany

  31. Semantic-Fast-SAM: Efficient Semantic Segmenter

    Apr 22, 2026Byunghyun KimEfficient Semantic SegmentationSegment Anything Model

    Kyungpook National University, Korea

  32. Benchmarking Vision Foundation Models for Domain-Generalizable Face Anti-Spoofing

    Apr 21, 2026Mika Feng, Pierre Gallin-Martel, Koichi Ito +1Face Forgery DetectionRecent Vision Foundation Models

    Graduate School of Information Sciences, Tohoku University, Japan

  33. DifFoundMAD: Foundation Models meet Differential Morphing Attack Detection

    Apr 20, 2026Lazaro J. Gonzalez-Soler, André Dörsch, Christian Rathgeb +1Face Recognition ModelRecent Vision Foundation Models

    da/sec - Biometrics and Security Research Group Darmstadt, Germany

  34. Prompting Foundation Models for Zero-Shot Ship Instance Segmentation in SAR Imagery

    Apr 20, 2026Islam Mansour, Francescopaolo Sica, Michael SchmittShip DetectionFew-Shot Segmentation

    Department of Aerospace Engineering, University of the Bundeswehr Munich, Neubiberg, Germany

  35. Sharpening Lightweight Models for Generalized Polyp Segmentation: A Boundary Guided Distillation from Foundation Models

    Apr 20, 2026Shivanshu Agnihotri, Snehashis Majhi, Deepak Ranjan NayakPolyp SegmentationRecent Vision Foundation Models

    Dept. of Computer Science and Engineering Malaviya National Institute of Technology Jaipur, India

  36. AdaVFM: Adaptive Vision Foundation Models for Edge Intelligence via LLM-Guided Execution

    Apr 17, 2026Yiwei Zhao, Yi Zheng, Huapeng Su +9Recent Vision Foundation ModelsNeural Architecture Search

    Carnegie Mellon University · Meta

  37. Robustness of Vision Foundation Models to Common Perturbations

    Apr 16, 2026Hongbin Liu, Zhengyuan Jiang, Cheng Hong +1Recent Vision Foundation ModelsVision Foundation Models

    Duke University · Ant Group

  38. SPROUT: A Scalable Diffusion Foundation Model for Multi-Crop Plant Phenotyping

    Mar 29, 2026Shuai Xiang, James Burridge, Shouyang Liu +4Tomato DiseasesRecent Vision Foundation Models

    Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Midori-cho, Nishitokyo, Tokyo 188-0002, Japan · Engineering Research Center of Plant Phenotyping, Ministry of Education; Jiangsu Collaborative Innovation Center for Modern Crop Production; Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing 210095, China · National Key Laboratory of Multispectral Information Intelligent Processing Technology, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China +3

  39. Evaluating Vision Foundation Models for Pixel and Object Classification in Microscopy

    Mar 20, 2026Carolin Teuber, Anwai Archit, Tobias Boothe +3MicroscopyRecent Vision Foundation Models

    Georg-August-University Göttingen, Institute of Computer Science · Department of Tissue Dynamics and Regeneration, Max Planck Institute for Multidisciplinary Sciences, Göttingen · Georg-August-University Göttingen, Faculty of Biology and Psychology +3

  40. Towards Interpretable Foundation Models for Retinal Fundus Images

    Mar 19, 2026Samuel Ofosu Mensah, Camila Roa, Kerol Djoumessi +1Fundus ImagesRetinal Imaging

    Hertie Institute for AI in Brain Health, University of Tübingen, Germany · Tübingen AI Center, University of Tübingen, Germany

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

    Mar 18, 2026Qingran Lin, Fengwei Yang, Chaolun ZhuRecent Vision Foundation ModelsMaterials

    Georgia Institute of Technology · Duke University · Waseda University

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

    Dec 23, 2025Soowon Son, Honggyu An, Jisu Nam +73D TrackingVideo Diffusion Models

    KAIST AI · Google DeepMind

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

    Oct 30, 2025Het Patel, Mario Camarena, Fatemeh Nazari +3Efficient Semantic SegmentationAutonomous Driving

    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

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

    Oct 8, 2025Franco Javier Arellano, José Ignacio OrlandoFundus ImagesRecent Vision Foundation Models

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

  45. VGGSounder: Audio-Visual Evaluations for Foundation Models

    Aug 11, 2025Daniil Zverev, Thaddäus Wiedemer, Ameya Prabhu +3Recent Vision Foundation ModelsMultimodal Classification

    Technical University of Munich, MCML · University of Tübingen · Tübingen AI Center +1

  46. Clinician-Friendly Foundation Models for Ophthalmic Image Diagnostics without Fine-Tuning or Technical Barriers

    Apr 22, 2025Meng Wang, Tian Lin, Qingshan Hou +69OphthalmologyFundus Images

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

    Date pendingQijie Wei, Hailan Lin, Xirong LiMedical Image ClassificationMedical Images

    Renmin University of China, Beijing 100872, China