Visual Priors

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7 papers in the last four weeks, up 40% on the four weeks before. 0.1% of all new papers.

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  1. BAM! Bayesian Anything Model: a foundation model for generative computational imaging

    Sep 30, 2026Alessio Spagnoletti, Charlesquin Kemajou Mbakam, Jonathan Spence +2Generative ModelsVisual Priors

    Laboratoire MAP5, UMR 8145, Université Paris Cité, CNRS · Heriot-Watt University, School of Mathematical and Computer Sciences & Maxwell Institute for Mathematical Sciences

  2. Principled MAP estimation for inverse problems: bridging the gap between convergence and performance

    Sep 29, 2026Alexandre Lagier, Valentine Tosel, Anne Gagneux +2Bayesian Inverse ProblemsIterative Denoising Methods

    ENS de Lyon, CNRS, Université Claude Bernard Lyon 1, Inria, LIP UMR 5668, 69342 Lyon Cedex 07, France · Univ. Bordeaux, Inria, Bordeaux INP, IMB, UMR 5251, F-33400 Talence, France · Inria, ENS de Lyon, CNRS, Université Claude Bernard Lyon 1, LIP UMR 5668, 69342 Lyon Cedex 07, France

  3. S4VY: Segment Anything in Feed-Forward 4D Visual Geometry

    Sep 29, 2026Jingdong Zhang, Xin Li, Jan Kautz +2Segment Anything ModelVisual Priors

    Texas A&M University, College Station · NVIDIA

  4. A Study of the Limits of Collaborative DCT-Based Image Denoising via Interpretable Neural Networks

    Sep 24, 2026Cristian Comellas, Julia Navarro, Antoni BuadesIterative Denoising MethodsVisual Priors

    Department of Mathematics and Computer Science, Universitat de les Illes Balears, Cra. de Valldemossa, km 7.5, Palma, 07122, Balearic Islands, Spain.

  5. RoomLight: A 2.5D Illumination Prior for Indoor Environments

    Sep 23, 2026Andreea Ardelean, Bernhard EggerIllumination VariationsInverse Rendering

    Friedrich-Alexander-Universität Erlangen-Nürnberg

  6. Revisiting Multi-View Stereo: A Sequence-to-Sequence Formulation

    Sep 21, 2026Aoxiang Fan, Corentin Dumery, Nicolas Talabot +1Visual Geometry Grounded TransformerMulti-View

    CVLab, EPFL Switzerland

  7. MUSE: Dependency-Aware Adaptation of a Frozen Vision Backbone for Multivariate Time Series Forecasting

    Sep 21, 2026Xinying Cai, Junkai Lu, Yuhan Zhu +3Multivariate Time Series ForecastingTemporal Dependence

    East China Normal University

  8. QuPAINT: Physics-Aware Multimodal Reasoning for Quantum Material Characterization

    Sep 14, 2026Sankalp Pandey, Xuan-Bac Nguyen, Hoang-Quan Nguyen +4Materials ScienceMicroscopy

    Quantum AI Lab in the Department of Electrical Engineering & Computer Science, University of Arkansas, Fayetteville, AR 72701, USA · University of Utah, Salt Lake City, UT, USA · Department of Physics, University of Arkansas, Fayetteville, AR 72701, USA

  9. Text2Thermal: Physics-Aware Thermal Image Synthesis from Textual Priors

    Sep 3, 2026Tayeba Qazi, Brejesh Lall, Prerana MukherjeeInfrared-Visible Image FusionVisual Priors

    Bharti School of Telecommunications Technology and Management, Indian Institute of Technology Delhi, Delhi, India · School of Engineering, Jawaharlal Nehru University, Delhi, India

  10. Feature Reconfiguration With Visual Prior for Medical Lesion Segmentation

    Sep 3, 2026Yinan Liu, Jiankang Hong, Zhen Gao +1Lesion SegmentationMedical Imaging

    School of Computer Science and Technology, Tongji University · Shanghai, China

  11. P2Fusion: Prompt-based Progressive Infrared-Visible Image Fusion via Dual-Prior Distillation

    Aug 13, 2026Yi Shi, Huichao Xie, Yuqing Wang +7Infrared-Visible Image FusionAdm-Fusion

    Northwestern Polytechnical University, Xi’an, China · Hefei University of Technology, Hefei, China · Rocket Force University of Engineering, Xi’an, China +1

  12. Surfsvr: 2D Surface Priors as 3D Geometric Regularizers for Sparse Voxel Reconstruction

    Aug 12, 2026Yan Di, Chengxi Li, Yaoxing Wang +7Surface ReconstructionVoxel

    HIT (Shenzhen) · Tsinghua University · NWPU +2

  13. Making Every Step Count: Spatio-Temporal Information Allocation for Imaging Inverse Problems

    Aug 12, 2026Yi Cao, Xiangyong Cao, Pei Liu +2Bayesian Inverse ProblemsContrastive Flow Matching

    Xi’an Jiaotong University · Tsinghua University

  14. EvReflection: Event-Driven Micro-Dynamics for Reflection Removal

    Aug 6, 2026Jiaxiao Wang, Dachun Kai, Huyue Zhu +3ReflectanceVideo Object Removal

    University of Science and Technology of China · Institute of Artificial Intelligence, Hefei Comprehensive National Science Center

  15. UBLLIE: Unified Backlight and Low-Light Image Enhancement

    Aug 5, 2026Yasmin Yasin, Muhammad Usman, Ibrahim Radwan +1Low-Light Image EnhancementEnhancement

    King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia · Ontario Tech University, Oshawa, Canada · University of Western Australia, Perth, Australia +1

  16. RPL-UIE: Reliable Prior Learning for Underwater Image Enhancement

    Jul 31, 2026Yifan Chen, Jiaming Liu, Ye Zheng +2Underwater Image Enhancement MethodsVisual Priors

    College of Future Information Technology, Fudan University, Shanghai 200433, China · Institute of Artificial Intelligence (TeleAI), China Telecom, China · Faculty of Robot Science and Engineering, Northeastern University, Shenyang 110819, China +1

  17. Not All Patches are Equal: Sampling Matters for Visible-Infrared Pre-Training

    Jul 22, 2026Qiwei Ma, Bin Deng, Junjie Zhu +5InfraredVisual Priors

    School of Artificial Intelligence and Robotics, Hunan University, Changsha, 410082, Hunan, China · Intelligent Game and Decision Lab, Beijing, 100166, Beijing, China · Yuelushan Center for Industrial Innovation, Changsha, 410082, Hunan, China

  18. Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding

    Jul 16, 2026Xiao Lin, Xiaohu Huang, Kai HanSpatial PriorsMultimodal Large Language Models

    The University of Hong Kong

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

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

  20. FreeLit: Paired-Free Indoor Relighting via Physics-Guided Diffusion

    Jul 15, 2026Chi-En Yen, Duy-Khanh Ngo, Wen-Wei Tang +3Image RelightingLow-Light Images

    National Yang Ming Chiao Tung University

  21. Backbone-Agnostic Stochastic Perturbation Learning for End-to-End Real-World Image Dehazing

    Jul 13, 2026Bingcai WeiSingle Image DehazingVisual Priors

    School of Computer Science Wuhan University Wuhan, Hubei, China

  22. Parallax Portrait Matting

    Jul 13, 2026Xin Cai, Jiawen Chen, Lars Jebe +2Visual PriorsSingle Images

    Multimedia Laboratory, The Chinese University of Hong Kong, Hong Kong SAR, China · Shanghai AI Laboratory, Shanghai, China · Adobe NextCam, San Jose, CA, USA +1

  23. Decoupled Illumination Priors for Spatially Controllable Multi-View Indoor Scene Relighting

    Jul 9, 2026Chenjian Gao, Linning Xu, Tianfan XueImage RelightingVisual Priors

    Multimedia Laboratory, The Chinese University of Hong Kong · Shanghai AI Laboratory · CPII under InnoHK

  24. KAM-WM: Kinematic Affordance Maps from Latent World Models for Robot Manipulation

    Jul 6, 2026Xinyu Shao, Keru Zhou, Guowei Huang +3Efficient World-Action ModelRobotic Manipulation

    Tsinghua Shenzhen International Graduate School · Huawei Technologies Ltd.

  25. Beyond Scene Priors: Fine-Grained Traffic Scene Reasoning with Benchmarking and Query-Guided Small-Object Focus

    Jul 5, 2026Waikit Xiu, Qiang Lu, Zian Wang +4Recent Vision-Language ModelsMultiple-Choice Questions

    1The University of Hong Kong · 2Sun Yat-Sen University · 3The Hong Kong University of Science and Technology (Guangzhou)

  26. Feeling the Unexpected: ResTacVLA for Contact-Rich Manipulation via Residual Tactile Representation

    Jul 3, 2026Pengwei Zhang, Bin Xie, Ce Hao +5TactileContact-Rich Manipulation

    Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China · Zhongguancun Academy, Beijing 100094, China · Dexmal, Beijing 100096, China

  27. ExpoMotion: A Large-Scale Benchmark and A Householder Projection Network for Multi-Exposure Fusion

    Jul 3, 2026Yao Liu, Lishen Qu, Shihao Zhou +6Visible Image FusionVisual Priors

    Nankai International Advanced Research Institute (SHENZHEN·FUTIAN) · College of Computer Science, Nankai University · OPPO Research Institute +2

  28. Intermediate Text Representation Guided Text-to-Image Generation for Enhancing One-and-Only Alignment

    Jun 29, 2026Soyoun Won, Aryan Yazdan Parast, Basim Azam +2Text-To-ImageVisual Priors

    The University of Melbourne, Australia

  29. SemCityLoc: Aerial 6DoF Localization Using Semantic 3D City Models

    Jun 25, 2026Jingfeng Mao, Xuyang Chen, Qilin Zhang +6Drone-View Geo-LocalizationAerial Dataset

    Technical University of Munich, Munich, Germany · CV4DT, University of Cambridge, Cambridge, United Kingdom · Munich Center for Machine Learning, Munich, Germany +3

  30. Gaussian Light Field Splatting: A Physical Prior-Driven Vision Transformer for Unsupervised Low-Light Image Enhancement

    Jun 16, 2026Yuhan Chen, Wenxuan Yu, Guofa Li +6Low-Light Image EnhancementSelf-Supervised Vision Transformers

    College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing 400044, China · Herbert Wertheim College of Engineering, University of Florida, Gainesville, FL, USA · Department of Electrical and Computer Engineering, Carnegie Mellon University, Moffett Field, CA 94035, USA +2

  31. Fusing Transferred Priors and Physics-based Decomposition for Underwater Image Enhancement

    Jun 14, 2026Haochen Hu, Yanrui Bin, Zhengyan Zhang +3Underwater Image Enhancement MethodsUnderwater

    The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR

  32. μ0μ_0: A Scalable 3D Interaction-Trace World Model

    Jun 11, 2026Seungjae Lee, Yoonkyo Jung, Jusuk Lee +6Efficient World-Action ModelWorld Models

    University of Maryland, College Park · Seoul National University

  33. DisPOSE: Projected Polystochastic Diffusion for Self-Supervised Multi-View 3D Human Pose Estimation

    Jun 5, 2026Tony Danjun Wang, Tolga Birdal, Nassir Navab +1Wifi-Csi 3D Human Pose EstimationMulti-View

    School of Computation, Information, and Technology, Technical University of Munich, Germany · Munich Center for Machine Learning, Germany · Department of Computing, Imperial College London, United Kingdom

  34. Unified Video-Action Joint Denoising for Dexterous Action and Data Generation

    Jun 2, 2026Dingrui Wang, YuAn Wang, Jinkun Liu +4Camera-Conditioned Video GenerationHuman Motion Generation

    1Technical University of Munich · 2ByteDance · 3Tsinghua University

  35. A unified deeplearning framework for contrast-phase-specific virtual monochromatic imaging

    May 28, 2026Antony Jerald, Hemant K Aggarwal, Brian Nett +4Cone-Beam Computed TomographyAdaptive Histogram Equalization

    Science and Technology Organization, GE HealthCare, Bangalore, INDIA · CT Engineering, GE HealthCare, Waukesha, USA · Science and Technology Organization, GE HealthCare, San Ramon, USA +1

  36. Look Both Ways Before You Cross: Lifting Cross Fields From 2D Visual Priors

    May 25, 2026Dale Decatur, Jacob Serfaty, Oded Stein +2MeshesVisual Priors

    University of Chicago, USA · University of Southern California, USA · Technion, Israel +1

  37. A Principled Self-Referenced Early Stopping Approach for Deep Image Prior

    May 24, 2026Chaoyan Huang, Cheng-Han Huang, Ismail R. Alkhouri +1Visual PriorsBayesian Inverse Problems

    Department of Computational Mathematics, Science, & Engineering, Michigan State University · Department of Electrical Engineering and Computer Science, University of Michigan · X Computational Physics Division, Los Alamos National Laboratory +2

  38. Dual-Integrated Low-Latency Single-Lens Infrared Computational Imaging for Object Detection

    May 21, 2026Xuquan Wang, Guishuo Yang, Dapeng Yan +5InfraredObject Detection

    MOE Key Laboratory of Advanced Micro-Structured Materials, the Institute of Precision Optical Engineering, School of Physics Science and Engineering, Tongji University, and the Shanghai Frontiers Science Center of Digital Optics, Shanghai 200092, China · School of Computer Science and Artificial Intelligence, Shandong Normal University, Jinan 250358, China, and the Shandong Engineering Research Center for Multimodal Computing and Intelligent Decision Making, Shandong Normal University, Jinan 250358, China

  39. InterLight: Leveraging Intrinsic Illumination Priors for Low-Light Image Enhancement

    May 19, 2026Ziqi Wang, Xu Zhang, Laibin Chang +3Low-Light Image EnhancementRetinex Theory

    National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University · Department of Computer Science, University of Macau · Department of Computer Vision, Mohamed bin Zayed University of Artificial Intelligence +1

  40. CineMatte: Background Matting for Virtual Production and Beyond

    May 18, 2026Yuanjian He, Chen Zhang, Fasheng Chen +1Video DatasetVisual Priors

    Online Video Business Unit, Tencent PCG

  41. See Before You Code: Learning Visual Priors for Spatially Aware Educational Animation Generation

    May 15, 2026Yuejia Li, Ke He, Junheng Li +5RendererVisual Priors

    Wuhan University · University of Chinese Academy of Sciences

  42. Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions

    May 13, 2026Jiaqi Xu, Xiaowei Hu, Lei Zhu +1Image RestorationFog

    Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China · Shanghai Artificial Intelligence Laboratory, Shanghai, China · ROAS Thrust, the Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China +1

  43. PriorVLA: Prior-Preserving Adaptation for Vision-Language-Action Models

    May 11, 2026Xinyu Guo, Bin Xie, Wei Chai +4Diffusion-Based Vision-Language-ActionsVision-Language Model Adaptation

    Institute of Automation, Chinese Academy of Sciences · Dexmal · Nanjing University of Aeronautics and Astronautics +1

  44. PriorNet: Prior-Guided Engagement Estimation from Face Video

    May 5, 2026Alexander VedernikovFacial Expression RecognitionVisual Priors

    Helsinki, Finland

  45. VL-SAM-v3: Memory-Guided Visual Priors for Open-World Object Detection

    May 5, 2026Chih-Chung Liu, Zhiwei Lin, Yongtao WangOpen-Vocabulary Object DetectionOpen-Vocabulary

    Wangxuan Institute of Computer Technology, Peking University, China

  46. Diverse Image Priors for Black-box Data-free Knowledge Distillation

    Apr 28, 2026Tri-Nhan Vo, Dang Nguyen, Trung Le +2Knowledge DistillationVisual Priors

    Applied Artificial Intelligence Initiative, Deakin University, Geelong, Australia · Department of Data Science & AI, Monash University, Melbourne, Australia

  47. ViPO: Visual Preference Optimization at Scale

    Apr 27, 2026Ming Li, Jie Wu, Justin Cui +3Preference DatasetsSingle-Cell Foundation Models

    University of Central Florida · 2ByteDance Seed · ‡ This work was done during the first author’s internship at USA +1

  48. Diffusion Model as a Generalist Segmentation Learner

    Apr 27, 2026Haoxiao Wang, Antao Xiang, Haiyang Sun +8Open-Vocabulary SegmentationDiffusion Models

    Zhejiang University · South China University of Technology · Nanjing University +1

  49. BurstGP: Enhancing Raw Burst Image Super Resolution with Generative Priors

    Apr 26, 2026Dong Huo, Tristan Aumentado-Armstrong, Samrudhdhi B. Rangrej +8Visual Priors

    AI Center - Toronto, Samsung Electronics · University of Toronto · Vector Institute +2

  50. Multiscale Super Resolution without Image Priors

    Apr 23, 2026Daniel Fu, Gabby Litterio, Pedro Felzenszwalb +1Generative Super-ResolutionImage Reconstruction

    Division of Applied Mathematics (Fu) and School of Engineering (Litterio, Felzenszwalb, Zia), Brown University, Providence, RI, 02906.

  51. LIVE: Leveraging Image Manipulation Priors for Instruction-based Video Editing

    Apr 18, 2026Weicheng Wang, Zhicheng Zhang, Zhongqi Zhang +6Video EditingVideo Dataset

    Nankai University · Kuaishou Technology · Pengcheng Laboratory +1

  52. HARMONI: Aligning Human and Scene Priors for Multi-View 4D Reconstruction

    Mar 13, 2026Sangmin Kim, Minhyuk Hwang, Geonho Cha +2Multi-View4D Reconstruction

    Seoul National University · NAVER Cloud

  53. Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editing

    Mar 3, 2026Jiyuan Wang, Chunyu Lin, Lei Sun +83D Editing3D Generation

    1BJTU, 2AMap Alibaba Group, 3NTU, 4CQUPT

  54. VENI: Variational Encoder for Natural Illumination

    Jan 20, 2026Paul Walker, James A. D. Gardner, Andreea Ardelean +2Inverse RenderingConditional Variational Autoencoder

    Friedrich-Alexander-Universität Erlangen-Nürnberg · University of York

  55. Breaking the Weak Recovery Limit in Random Phase Retrieval with Learned Regularizers

    Sep 18, 2025Stanislas Ducotterd, Zhiyuan Hu, Michael Unser +1Bayesian Inverse ProblemsVisual Priors

    Biomedical Imaging Group, ´Ecole Polytechnique F´ed´erale de Lausanne

  56. Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution Priors

    Feb 26, 2022Chaofeng Chen, Xinyu Shi, Yipeng Qin +4Real-World Image Super-ResolutionLow-Resolution

    School of Informatics, Xiamen University Xiamen, China · School of Computer Science and Informatics, Cardiff Universiy Cardiff, England · Faculty of Computing, Harbin Institute of Technology Harbin, China +2