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. Enhancing Autoregressive Video Generation via Representation Adversarial Distillation

    Sep 30, 2026Fangyu Lin, Xingtong Ge, Lunjie Zhu +8Autoregressive Video GenerationVideo Generation

    The Hong Kong University of Science and Technology · Vivix Group Limited · Zhejiang University

  2. FAST: Flow Any Scene Transformer

    Sep 30, 2026Yongjian Zhang, Longguang Wang, Zhuo Song +3Harder Better Faster Denser Feature MatchingRecent Vision Foundation Models

    School of Electronics and Communication Engineering, the Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China · Hong Kong Polytechnic University, HKSAR, China · School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China

  3. The Devil is in the Spectrum Bias: Spectrum-Balanced Feature Matching for Robust Representation Distillation

    Sep 28, 2026Kuniaki Saito, Yoshitaka UshikuHarder Better Faster Denser Feature MatchingRecent Vision Foundation Models

    OMRON SINIC X Corporation

  4. SplatLabel: Pseudo-Labelling through 4D Gaussian Splatting

    Sep 24, 2026Nitya Nanvani, Andras Palffy, Holger Caesar3D Semantic Occupancy PredictionOpen-Vocabulary 3D Segmentation

    Perciv AI, The Netherlands · Delft University of Technology, The Netherlands

  5. LIBERO-VPro: Benchmarking Closed-Loop Visual Robustness of Robotic Foundation Models

    Sep 21, 2026Huiqiong Li, Zhiting Mei, Anirudha Majumdar +3Libero Manipulation BenchmarkRecent Vision Foundation Models

    Singapore Management University · Princeton University · Fudan University

  6. 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 +1Earth ObservationDegradation

    Colorado State University

  7. Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images

    Sep 14, 2026Juzheng Miao, Yuchen Yuan, Cheng Chen +1Medical ImagesLesion

    Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China · Department of Electrical and Computer Engineering, The University of Hong Kong, Hong Kong, China · School of Biomedical Engineering, The University of Hong Kong, Hong Kong, China +1

  8. 3D Point Splatting for mmWave Radar Novel View Synthesis

    Sep 11, 2026Adnan Armouti, Yixuan Gao, Rajalakshmi NandakumarRadarNovel View Synthesis

    Cornell Tech New York, NY, USA

  9. Cross-modal learning for SAR target recognition using optical vision foundation models

    Sep 7, 2026Lucas Hirsch, James R. Hopgood, Javid Khan +2Synthetic Aperture RadarRecent Vision Foundation Models

    School of Engineering, University of Edinburgh, United Kingdom · Leonardo UK, United Kingdom · School of Engineering and Physical Sciences, Heriot-Watt University, United Kingdom

  10. CrACK: Adversarial Attacks on Cross-Model Consistency in Collaborative Vision Foundation Models

    Sep 7, 2026Feifei Liu, Jintao Cheng, Chi Man Vong +1Adversarial ExamplesContrastive Language-Image Pre-Training Model

    the School of Data science and Engineering, South China Normal University · Hong Kong University of Science and Technology · University of Macau

  11. Uncertainty of Vision Medical Foundation Models

    Aug 31, 2026Haoxu Huang, Narges RazavianUncertainty QuantificationRecent Vision Foundation Models

    Center for Data Science, New York University · Department of Radiology, NYU Grossman School of Medicine · Department of Population Health, NYU Grossman School of Medicine

  12. Understanding Why Foundation Models Work for Diffusion-Generated Image Detection

    Aug 12, 2026Davide Cozzolino, Giovanni Poggi, Luisa VerdolivaAi-Generated Image DetectionUnsupervised Detection

    University Federico II of Naples, 80125 Naples, Italy

  13. Evaluating Semantic and Spatial Guidance for Foundation Model Segmentation of Small-Scale PV in Remote Sensing Imagery

    Aug 11, 2026Roni Blushtein-Livnon, Tal Svoray, Osher Rafaeli +4Remote Sensing Image SegmentationRecent Vision Foundation Models

    Department of Environmental, Geoinformatics and Urban Planning Sciences, Ben-Gurion University of the Negev, Israel · Department of Psychology, Ben-Gurion University of the Negev, Israel · Department of Geography, The Hebrew University of Jerusalem, Isreal +1

  14. Self-Geometry: GT-Free and Plug-and-Play Test-Time Adaptation for Geometrically Consistent 3D Vision Foundation Models

    Aug 11, 2026Seokhyun Youn, Dahyeon Kye, Sung-Ho Bae +1Robust Geometric Model Estimation3D Foundation Models

    1CMLab, Chung-Ang University · 2Kyung Hee University

  15. Retrieval-Augmented Vision Foundation Models for Robust Leukemia Cell Classification across Multiple Microscopy Datasets

    Aug 11, 2026Carlos Zamora, Hiram Zuniga, Ulises Orozco-Rosas +1Acute Myeloid LeukemiaMitotic Figures

    CETYS Universidad, Ave. CETYS Universidad No. 4, Fracc. El Lago, C.P. 22210, Tijuana, Baja California, Mexico

  16. GeoSeg-OV: Bridging Geospatial Gaps with Structural Guidance for Open-Vocabulary Remote Sensing Segmentation

    Aug 11, 2026Ruizhong Liu, Tingzhang Luo, Zaiyan Zhang +4Open-Vocabulary SegmentationRemote Sensing Image Segmentation

    School of Computer Science, China University of Geosciences, Wuhan 430074, Hubei, China · Systems Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511453, Guangdong, China · Department of Computer Science, City University of Hong Kong, Hong Kong, China +3

  17. GeoPhysAdapter: Scale-Matched Geophysical Adaptation for Cross-Domain Landslide Mapping with Vision Foundation Models

    Aug 10, 2026Zhihang Liu, Mei-Po Kwan, Jinlin Wu +1LandslidesGeospatial Foundation Models

    Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong SAR, China · Department of Geography and Resource Management, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong SAR, China · Urban Governance and Design Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 511400, Guangdong, China +1

  18. RefineAny3D: Depth Refinement as Semantic Alignment for Monocular 3D Detection

    Aug 10, 2026Zhihao Zhang, Gengwei Zhang, Tianlong Chen +13D Object DetectionMonocular

    Michigan State University · University of North Carolina at Chapel Hill

  19. Triple Expert Learning from Noisy Labels for Semi-Supervised Vision Foundation Model Adaptation

    Aug 10, 2026Xuanyu Liu, Zheng Fang, Hongyang He +2Vision-Language Model AdaptationRecent Vision Foundation Models

    Department of Computer Science The University of Warwick Coventry, UK · Manifolda.AI London, UK · Institute for Math & AI Wuhan University Wuhan, China

  20. Test-Time Prototype Adaptation for Open-Vocabulary Semantic Segmentation

    Aug 8, 2026Haozhe Wang, Jintao Cheng, Weibin Li +1Open-Vocabulary SegmentationSemantic Segmentation

    South China Normal University · The Hong Kong University of Science and Technology

  21. AdaDINO: Pair-Aware In-Backbone Adaptation of Frozen DINO for Efficient Remote Sensing Change Detection

    Aug 8, 2026Xu Zhang, Xinqing Li, Jianpeng Xie +3Change DetectionRemote Sensing

    VCIP, College of Computer Science, Nankai University · School of Computer Science and Engineering, Tianjin University of Technology · Academy for Advanced Interdisciplinary Studies, Nankai University +1

  22. Representation-driven Endoscopic Visual Embedding Alignment for Latent Generation

    Aug 7, 2026Francisco Caetano, Tim J. M. Jaspers, Haiko Middeljans +7Recent Vision Foundation ModelsMedical Image Generation

    Department of Electrical Engineering, ARIA Lab, Eindhoven University of Technology, Eindhoven, The Netherlands · Department of Gastroenterology and Hepatology, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands

  23. Adapting Vision Foundation Models with Cascaded Semantics

    Aug 5, 2026Xi Xiao, Xingjian Li, Cheng Han +8Self-Supervised Vision TransformersRecent Vision Foundation Models

    University of Alabama at Birmingham · Carnegie Mellon University · University of Missouri–Kansas City +4

  24. EndoVLM: An Endoscopy Vision-Language Pre-training Model via Anatomy-Guided Sparsity and Progressive Alignment

    Aug 5, 2026Zhenyu Yi, Jianwei Xu, Yue Hu +6Vision-Language AlignmentColonoscopy

    1DAMO Academy, Alibaba Group · 3Shanghai Jiao Tong University · 4Hupan Lab +3

  25. Representation Transfer of Foundation Models for Ultra-Widefield Retinal Imaging

    Aug 1, 2026Mingya Alexa Gong, Da Ma, Lovre Antonio Budimir +7Recent Vision Foundation ModelsRetinal Imaging

    Institute of Ophthalmology, University College London, London, United Kingdom · Wake Forest University School of Medicine, Winston-Salem, NC, USA · Virginia Tech-Wake Forest University School of Biomedical Engineering and Sciences, Blacksburg, VA, USA +5

  26. Locally Consistent Transductive Information Maximization for Few-Shot Remote Sensing Scene Classification

    Jul 31, 2026Karim El Khoury, Benoît Gérin, Benoît Macq +1Remote SensingTransductive Learning

    ICTEAM, UCLouvain, Louvain-la-Neuve, Belgium

  27. Foundation Models for Face Presentation Attack Detection: A Unified Linear-Probing Benchmark

    Jul 29, 2026Peter Lorenz, Anjith George, Sébastien MarcelRecent Vision Foundation ModelsCross-Dataset Benchmark

    Idiap Research Institute, Martigny, Switzerland · University of Lausanne (UNIL), Lausanne, Switzerland

  28. Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptation

    Jul 24, 2026Yuqi Li, Xi Xiao, Yunbei Zhang +6Recent Vision Foundation ModelsFrozen Vision-Language Models

    City College of New York, CUNY · New York, NY, USA · University of Alabama at Birmingham +11

  29. Text-conditioned Segmentation for Tomato Phenotyping via Procedural Synthetic Data

    Jul 20, 2026Samy Mounir, Mikolaj Cieslak, Najmeddine Dhieb +8Synthetic-To-Real Domain GapTomato Diseases

    Computer, Electrical and Mathematical Sciences and Engineering Division, KAUST, KSA · Department of Computer Science, University of Calgary, Canada · Department of Computer Science, Kiel University, Germany +2

  30. Confidence Scores in Open-Vocabulary Detection Are a Biased Mixture of Scale and Semantics

    Jul 13, 2026Yi Tang Soon, Jun-Wei HsiehOpen-Vocabulary Object DetectionOpen-Vocabulary

    Institute of Intelligence Systems, National Yang Ming Chiao Tung University, Tainan, Taiwan · College of Artificial Intelligence and Green Energy, National Yang Ming Chiao Tung University, Hsinchu, Taiwan

  31. Artificial Foveated Perception for Mitigating Shortcut Learning in Robotic Foundation Models

    Jul 12, 2026Xiatao Sun, Yuan Zhuang, Mateo Sanchez Lopez Negrete +9Robotic PerceptionRecent Vision Foundation Models

    1Yale University · University of Connecticut · 3Peking University +2

  32. Promptable Concept Segmentation from Above: Evaluating SAM 3's Zero-Shot and One-Shot Capabilities in Remote Sensing

    Jul 10, 2026Mohammad Dabaja, Turgay CelikFew-Shot SegmentationSegment Anything Model

    Department of ICT, University of Agder, Grimstad, Norway

  33. TestMate: Test-Time Domain Adaptation Aided by Lightweight Vision Foundation Model

    Jul 4, 2026Dimitrios Fotiou, Vasileios Mygdalis, Ioannis PitasDomain AdaptationFew-Shot Segmentation

    Aristotle University of Thessaloniki

  34. GeoSAM-Lite: A Lightweight Foundation Model for Onboard Remote Sensing Segmentation

    Jul 4, 2026Yongcong Wang, Jie Zhang, Rui Jiang +3Remote Sensing Image SegmentationGeospatial Foundation Models

    College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China

  35. PixCon: Clean-Positive Contrastive Learning for Foundation-Model Semi-Supervised Segmentation

    Jul 3, 2026Ebenezer TarubingaEfficient Semantic SegmentationHigh Confidence Pseudo-Labels

    Ebenworks Systems, Seoul, Korea

  36. MuSViT: A Foundation Vision Model for Sheet Music Representation

    Jun 30, 2026Carlos Penarrubia, Antonio Rios-Vila, Eliseo Fuentes-Martinez +4Symbolic Music GenerationRecent Vision Foundation Models

    Pattern Recognition and Artificial Intelligence Group, University of Alicante, Spain

  37. SonoCLIP: Mask-Guided Region-Aware Vision-Language Pretraining for Fetal Ultrasound Analysis

    Jun 28, 2026Hang Su, Chao Sun, Zhaofan Li +3Clinical Ultrasound DatasetPrenatal Ultrasound

    School of Computer Science, Wuhan University, Wuhan, China · Institute of Artificial Intelligence, Wuhan University, Wuhan, China · Department of Ultrasound, Renmin Hospital of Wuhan University, Wuhan, China +2

  38. Efficient Remote Sensing Instance Segmentation with Linear-Time State Space Distilled Visual Foundation Models

    Jun 24, 2026Qinzhe Yang, Keyan Chen, Jia Xu +2Remote Sensing Image SegmentationRemote Sensing

    Shen Yuan Honors College, Beihang University, Beijing 100191, China · Department of Aerospace Intelligent Science and Technology, School of Astronautics, and with the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing 100191, China · Qian Xuesen Laboratory of Space Technology, China Academy of Space Technology, Beijing 100094, China

  39. LEVIRDet: A Million-Scale 159-Category Dataset and Foundation Model for Universal Remote Sensing Object Detection

    Jun 24, 2026Qinzhe Yang, Dongyu Wang, Haohan Niu +3Remote SensingObject Detection

    Shen Yuan Honors College, Beihang University, Beijing 100191, China · Department of Aerospace Intelligent Science and Technology, School of Astronautics, and with the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing 100191, China · Qian Xuesen Laboratory of Space Technology, China Academy of Space Technology, Beijing 100094, China

  40. Training-free Cross-domain Few-shot Segmentation via Robust Semantic Representation and Matching

    Jun 23, 2026Sujun Sun, Mingwu Ren, Haofeng ZhangFew-Shot SegmentationRecent Vision Foundation Models

    School of Computer Science and Engineering, Nanjing University of Science and Technology, China · State Key Laboratory of Intelligent Manufacturing of Advanced Construction Machinery, China

  41. FiCA: Feed-forward instant Gaussian Codec Avatars from a Single Portrait Image

    Jun 23, 2026Kim Youwang, Zhengyu Yang, Liuhao Ge +8Animatable 3D Human AvatarsAvatars

    Codec Avatars Lab, Meta · Dept. of Electrical Engineering, POSTECH

  42. Rethinking the Adaptation of Vision Foundation Models for Efficient Cell Segmentation

    Jun 20, 2026Qing Xu, Xiangjian He, Wenting Duan +2Recent Vision Foundation ModelsVision Foundation Models

    School of Computer Science, University of Nottingham, UK · School of Computer Science, University of Nottingham Ningbo China, China · School of Engineering and Physical Science, University of Lincoln, UK +2

  43. μμMatch: Foundation Models for Semi-supervised Learning and Domain Adaptation in EM

    Jun 19, 2026Marei Freitag, Olesia Korchevaia, Luca Freckmann +2Recent Vision Foundation ModelsWireless Foundation Models

    Life and Medical Sciences Institute (LIMES), University of Bonn, Germany · Institute of Computer Science, Georg-August-University Göttingen, Germany

  44. Geometry-Consistent Endoscopic Representations for Image-Guided Navigation via Structured Foundation Model Adaptation

    Jun 15, 2026Hongchao Shu, Roger D. Soberanis-Mukul, Hao Ding +5ColonoscopyRecent Vision Foundation Models

    Department of Computer Science, Johns Hopkins University, Baltimore, MD 21211 USA · Semaphor Surgical · Johnson & Johnson MedTech, Santa Clara, CA 95054 USA

  45. VISTA: Scale-Aware Visual Navigation via Action History Conditioning

    Jun 15, 2026Maeva Guerrier, Koki Kobayashi, Simon Roy +2Recent Vision Foundation ModelsDynamic Environments

    Polytechnique Montreal, MILA · Institute of Science Tokyo · Polytechnique Montreal +2

  46. Task-Instructed Causal Routing of Vision Foundation Models for Multi-Task Learning

    Jun 14, 2026Donghyun Han, Yuseok Bae, Jung Uk Kim +1Recent Vision Foundation ModelsDense Prediction

    Electronics and Telecommunications Research Institute (ETRI), Korea · Kyung Hee University, Korea · Chonnam National University, Korea

  47. EyeMVP: OCT-Informed Fundus Representation Learning via Paired CFP--OCT Pretraining

    Jun 13, 2026Zhuo Deng, Ruiheng Zhang, Ziheng Zhang +23Fundus ImagesGlaucoma Detection

    Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China · Liangxiang Hospital of Beijing Fangshan District, Capital Medical University, Beijing, China +6

  48. IDEAL: In-DEpth ALignment Makes A Discrete Representation AutoEncoder

    Jun 9, 2026Yitong Chen, Zijie Diao, Junke Wang +5Autoregressive Image GenerationAutoencoder Architectures

    Institute of Trustworthy Embodied AI, Fudan University · Shanghai Innovation Institute · University of Maryland, College Park

  49. Vision-Assisted Foundation Model for Solving Multi-Task Vehicle Routing Problems

    Jun 9, 2026Shuangchun Gui, Zhiguang Cao, Wen Song +1Vehicle Routing ProblemMulti--Task Learning

    College of Computing and Data Science, Nanyang Technological University, Singapore, and the Centre for Frontier AI Research, Institute of High Performance Computing, Agency for Science, Technology and Research, Singapore

  50. Training-Free Generalized Few-Shot Segmentation through Open-Vocabulary Semantic Arbitration

    Jun 8, 2026Silas Kwabla Gah, Ebenezer OwusuFew-Shot SegmentationOpen-Vocabulary

    Department of Computer Science University of Ghana

  51. Who Needs Labels? Adapting Vision Foundation Models With the Metadata You Already Have

    Jun 3, 2026Elouan Gardès, Seung Eun Yi, Kartik Ahuja +6Domain AdaptationRecent Vision Foundation Models

    Meta FAIR, Paris · Columbia University, New York · LIGM, CNRS, Gustave Eiffel, ENPC, IP Paris

  52. Geometry-Preserving Unsupervised Alignment for Heterogeneous Foundation Models

    Jun 3, 2026Shuwen Yu, Zhanxuan Hu, Yi Zhao +2Recent Vision Foundation ModelsLatent Representation Alignment

    Yunnan Normal University, Kunming, China · Kunming University of Science and Technology, Kunming, China

  53. Reasmory: 3D Reconstruction as Explicit Memory for VLMs Spatial Reasoning

    May 31, 2026Jixuan He, Xueting Li, Chieh Hubert Lin +1Spatial ReasoningSpatial Memory

    Cornell Tech, Cornell University · NVIDIA · illoca AI +1

  54. SOCO: Benchmarking Semantic Object Correspondence in Vision Foundation Models

    May 29, 2026Olaf Dünkel, Basavaraj Sunagad, Haoran Wang +3Recent Vision Foundation ModelsVision Foundation Models

    Max Planck Institute for Informatics, SIC · CISPA Helmholtz Center for Information Security · University of Freiburg

  55. Clustering Guided Domain-Specific Pretrained Foundation Model for Very High-Resolution Arctic Remote Sensing

    May 28, 2026Amal S. Perera, Chandi Witharana, Elias Manos +2Recent Vision Foundation ModelsRemote Sensing

    Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT · Woodwell Climate Research Center, Falmouth, MA.

  56. From General Vision to Reliable Traversability Estimation: Adapting Vision Foundation Models for Unstructured Outdoor Environments

    May 28, 2026Ji-Hoon Hwang, Jisung Bae, Dong-Wook Kim +2TraversabilityRecent Vision Foundation Models

  57. SIGMA: Bridging Structural and Distributional Gaps for Vision Foundation Model Adaptation

    May 27, 2026Lingyu Xiong, Jinjin Shi, Xuran Xu +3Recent Vision Foundation ModelsParameter-Efficient Fine-Tuning Methods

    Xiaomi Corporation

  58. JetViT: Efficient High-Resolution Vision Transformer with Post-Training Attention Search

    May 26, 2026Dongyun Zou, Zhuoyang Zhang, Junyu Chen +8Self-Supervised Vision TransformersRecent Vision Foundation Models

    MIT · NVIDIA · University of Pennsylvania +1

  59. RepSAM: Bridging Foundation Models to Robotic Vision via Representation-Guided Adaptation

    May 25, 2026Wenhui ChuRobotic PerceptionRecent Vision Foundation Models

    Department of Computer Science and Engineering, Texas A&M University, College Station, TX, USA

  60. Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation

    May 25, 2026Chunzheng Zhu, Yijun Wang, Jianxin Lin +5UltrasoundSelf-Supervised Learning

    Hunan University, Changsha, China · Shenzhen Maternity and Child Healthcare Hospital, Shenzhen, China