Large Vision Language Models

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Vision-LanguageVision EncodersFrozen Vision-Language ModelsVision-Language AlignmentAva-VlmPoint-Vlms

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Period ending 2026-09-21

19 new papers

A weekly snapshot of new work published in Large Vision Language Models.

Period ending 2026-09-14

8 new papers

A weekly snapshot of new work published in Large Vision Language Models.

Period ending 2026-09-07

6 new papers

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862 papers

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  1. FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models

    Jun 28, 2026Yichen Guo, Kai Tang, Fenglai Lin +5Large Language Model HallucinationLarge Vision Language Models

  2. Dynamic Parsing and Updating Natural Language Specification using VLMs for Robust Vision-Language Tracking

    Jun 28, 2026Xiao Wang, Liye Jin, Dan Xu +5Large Vision Language ModelsNatural Language Queries

  3. Can OCR-VLMs Read Devanagari? A Stress-Test Benchmark and Post-Correction Study

    Jun 28, 2026Aditya Pratap SinghOptical Character RecognitionLatin

  4. Efficient Spatio-Temporal Grounding with Multimodal Large Models via Second-Level Tracking and RL Verification

    Jun 27, 2026Tianshu Zhang, Yan Wang, Ji Qi +1Video Temporal GroundingLarge Vision Language Models

  5. On Test-Time Scaling for Vision-Language Models

    Jun 27, 2026Fawaz Sammani, Tzoulio Chamiti, Nikos DeligiannisTest-Time ScalingLarge Vision Language Models

  6. Vision-Language Models for Deployable Social Robot Navigation: Bridging Semantic Reasoning and Low-Level Control

    Jun 27, 2026Runji Cai, Toshihiko Yamasaki, Ling XiaoVision-Language NavigationSocial Robot Navigation

  7. Animation2Code: Evaluating Temporal Visual Reasoning in Video-to-Code Generation

    Jun 26, 2026Anya Ji, Abhijith Varma Mudunuri, David M. Chan +1Large Vision Language Models

  8. DataComp-VLM: Improved Open Datasets for Vision-Language Models

    Jun 26, 2026Matteo Farina, Vishaal Udandarao, Thao Nguyen +33Large Vision Language ModelsVision-Language

  9. Detecting Clinical Hallucinations in LVLMs via Counterfactual Visual Grounding Uncertainty

    Jun 26, 2026Xiao Song, Haonan Qin, Zhaoxu Zhang +3Robust Hallucination DetectionMedical Vision-Language Models

  10. RSICCLLM: A Multimodal Large Language Model for Remote Sensing Image Change Captioning

    Jun 26, 2026Yelin Wang, Zijia Song, Shuo Ye +6Remote Sensing Image Change CaptioningRemote Sensing

  11. EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography

    Jun 26, 2026Darya Taratynova, Ahmed Aly, Numan Saeed +1EchocardiographyMultimodal Clinical Data

  12. SpatialUAV: Benchmarking Spatial Intelligence for Low-Altitude UAV Perception, Collaboration, and Motion

    Jun 26, 2026Haoyu Zhang, Meng Liu, Qianlong Xiang +3Unmanned Aerial VehiclesLarge Vision Language Models

  13. LocalNav: Distilling Frontier VLMs and Embodied RL for On-Device Object Goal Navigation

    Jun 26, 2026Nicolas Baumann, Liam Boyle, Pu Deng +5Large Vision Language ModelsObject Goal Navigation

  14. ZooClaw-FashionSigLIP2: Distilled Fine-tuning for Robust Fashion Retrieval

    Jun 26, 2026Siqiao Xue, Chunxue XuLarge Vision Language ModelsGarments

  15. Direct Action-Head Injection of A Grounded 3D Point Unlocks Spatial and Task Generalization

    Jun 26, 2026Shiang-Feng Tsai, Jin-Cheng Jhang, Yen-Ling Tai +4Vision-Language-Action ModelsGeneralizable Robotic Manipulations

  16. MVPruner: Dynamic Token Pruning for Accelerating Multi-view Vision-Language Models in Autonomous Driving

    Jun 26, 2026Nan Yang, Zhanwen Liu, Linfeng Zhang +4Visual Token PruningLarge Vision Language Models

  17. Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding

    Jun 25, 2026Liu Yu, Can Chen, Ping Kuang +3Large Vision Language ModelsHallucinations

  18. Large Language Model Teaches Visual Students: Cross-Modality Transfer of Fine-Grained Conceptual Knowledge

    Jun 25, 2026Thomas Shih-Chao Liang, Zhuoran Yu, Yong Jae LeeLarge Vision Language ModelsCross-Modality

  19. Aloe-Vision: Robust Vision-Language Models for Healthcare

    Jun 25, 2026Jaume Guasch-Martí, Enrique Lopez-Cuena, Martín Suárez-Fernández +3Medical Vision-Language ModelsLarge Vision Language Models

  20. Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models

    Jun 25, 2026Shravan Venkatraman, Ritesh Thawkar, Omkar Thawakar +4Large Vision Language ModelsMulti-Modal Large Language Models

  21. GeMoE: Gating Entropy is All You Need for Uncertainty-aware Adaptive Routing in MoE-based Large Vision-Language Models

    Jun 24, 2026Chaoxiang Cai, Minghe Weng, Jie Li +4Mixture-Of-Expert Language ModelsAdaptive Routing

  22. From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

    Jun 24, 2026Haoxiang Sun, Tao Wang, Li Yuan +2Multi-Modal Large Language ModelsLarge Vision Language Models

  23. Falcon: Functional Assembly and Language for Compositional Reasoning in X-ray

    Jun 24, 2026Yonathan Michael, Mohamad Alansari, Natnael Takele +2Threat ModelsLarge Vision Language Models

  24. Event-Adaptive Motion Planning with Distilled Vision-Language Model in Safety-Critical Situations

    Jun 24, 2026Zhenwei Huang, Changsheng You, Shuai Wang +3Motion PlannersSafety-Critical Scenarios

  25. CLOSER-VLN: Closed-Loop Self-Verified Retrieval-Augmented Reasoning for Aerial Vision-Language Navigation

    Jun 24, 2026Shaoxuan Li, Xiangyu Dong, Xiaoguang Ma +3Aerial Vision-Language NavigationVision-Language Navigation

  26. V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning

    Jun 24, 2026Haoxiang Sun, Zhihang Yi, Langxuan Deng +6Visual ReasoningLarge Vision Language Models

  27. Toward Low-Latency Vision-Language Models with Doubly-Correct Predictions in Egocentric Visual Understanding

    Jun 23, 2026Qitong Wang, Fan Du, Pranav Maneriker +2Large Vision Language ModelsEgocentric Vision

  28. Vision-Language Model Reasoning for Contextual Semantic Mapping in Intralogistics

    Jun 23, 2026Marvin Rüdt, Hao Pang, Constantin Enke +2Semantic MappingVision-Language Navigation

  29. UniDrive: A Unified Vision-Language and Grounding Framework for Interpretable Risk Understanding in Autonomous Driving

    Jun 23, 2026Xiaowei Gao, Pengxiang Li, Yitai Cheng +4Autonomous DrivingAutonomous Hard Drive Disassembly

  30. Reinforcement Learning for Computer-Use Agents with Autonomous Evaluation

    Jun 23, 2026Marta Sumyk, Oleksandr KosovanGraphical User Interface AgentsComputer-Use Agents

  31. The Latent Bridge: A Continuous Slow-Fast Channel for Real-Time Game Agents

    Jun 23, 2026Bojie Li, Noah ShiEfficient Latent ReasoningAgentic Reasoning

  32. P-MTP: Efficient Document Parsing via Multi-Token Prediction with Progressive Depth Scaling

    Jun 23, 2026Le Xiang, Chenxi Zhai, Shu Wei +5Next-Token PredictionLookahead

  33. ActiveScope: Actively Seeking and Correcting Perception for MLLMs

    Jun 23, 2026Yajing Wang, Chao Bi, Junshu Sun +4Large Vision Language ModelsSequential Visual Localization

  34. TuringViT: Making SOTA Vision Transformers Accessible to All

    Jun 23, 2026Qiman Wu, Hanlin Chen, Lyujie Chen +19Self-Supervised Vision TransformersVision Transformer

  35. The Professor: Multi-Teacher Unsupervised Prompt Distillation for Vision-Language Models

    Jun 22, 2026Ahmad Algadhi, Ahmed Alzuhair, Omar Alkhulaif +1Multi-Teacher DistillationPrompt Distillation

  36. REALM: A Unified Red-Teaming Benchmark for Physical-World VLMs

    Jun 22, 2026Yifei Zhao, Qian Lou, Mengxin ZhengRed-TeamingLarge Vision Language Models

  37. HANCLIP: A Family of Hyperbolic Angular Negation Vision Language Models

    Jun 22, 2026Hoang-Bao Le, Aiden Durrant, Thai Son Mai +3Large Vision Language ModelsNegation

  38. Brain-Adapter: A Dual-Stream Vision-Language MIL Framework for Comprehensive 3D CT Diagnosis of Acute Intracranial Pathologies

    Jun 22, 2026Zhenyu Yi, Zhiyun Song, Yusong Sun +6Medical Vision-Language ModelsComputed Tomography Dataset

  39. CFPO: Counterfactual Policy Optimization for Multimodal Reasoning

    Jun 22, 2026Zhangyuan Yu, Wanran Sun, Guangjing Yang +2Multimodal ReasoningLarge Vision Language Models

  40. FlowTrain: Flow-Based Decoupled Training for Industrial-Grade Vision-Language Models

    Jun 22, 2026Zhida Jiang, Zhaolong Xing, Yang Pei +14Large Vision Language ModelsLarge Models

  41. Attention-Spectrum Regularization for Replay-Free Continual Multimodal LLMs

    Jun 22, 2026Chuangxin Zhao, Canran Xiao, Siyuan Ma +5Multi-Modal Large Language ModelsCross-Modal Attention

  42. NegAS: Negative Label Guided Attention and Scoring for Out-of-Distribution Object Detection with Vision-Language Models

    Jun 21, 2026Yingjie Zhang, Shuai Li, Peng WangOut-Of-Distribution DetectionOpen-Vocabulary Object Detection

  43. MMGist: A Comprehensive Multimodal Benchmark for 2027

    Jun 21, 2026Wenzhen Yuan, Jiacheng Ruan, Wutao Xiong +3Multimodal BenchmarksLarge Vision Language Models

  44. Improving Reasoning in Vision-Language Models via Perception Verified Self-Training

    Jun 20, 2026Sourabh Sharma, Sonam Gupta, SadbhawnaLarge Vision Language ModelsMultimodal Reasoning

  45. Zero-Shot Vision-Language Models for Classroom Engagement Recognition: A Benchmark Study of Prompt Sensitivity and Cross-Dataset Generalization

    Jun 20, 2026Aman Goyal, Kshama Nitin Shah, Kemmannu Vineet Venkatesh RaoLarge Vision Language ModelsVideo Dataset

  46. Recency/Frequency Adaptive KV Caching for Large Language Model Serving

    Jun 19, 2026Yang Shen, Meghana Madhyastha, Robert Underwood +2Key-Value CacheLLM Inference Efficiency

  47. Scalable Training of Spatially Grounded 2D Vision-Language Models for Radiology

    Jun 18, 2026Yusuf Salcan, Simon Ging, Robin Tibor Schirrmeister +4Medical Vision-Language ModelsLarge Vision Language Models

  48. Beyond 'One Language, One Script': Quantifying Orthographic Bias in Multilingual VLMs with PuMVR

    Jun 18, 2026Prabhjot Singh, Bhushan Pawar, Madhu ReddiboinaMultilingual BenchmarkLarge Vision Language Models

  49. The Hidden Evolution of Disguised Visual Context inside the VLM

    Jun 18, 2026Wish Suharitdamrong, Tony Alex, Muhammad Awais +1Visual TokensLarge Vision Language Models

  50. Vision-Reasoning-Guided Occlusion Removal from Light Fields

    Jun 18, 2026Mohamed Youssef, Oliver BimberDiverse Occlusion-And-Revelation ScenariosOcclusion

  51. Timage: A Generative Text-in-Image Paradigm for Fine-Tuning Vision-Language Models

    Jun 18, 2026Yifeng Wu, Huimin Huang, Ruiluo Wu +5Large Vision Language ModelsText-To-Image

  52. Occ-VLM: Occupancy Grounded Vision Language Model for Indoor Scene Understanding

    Jun 18, 2026Jianing Li, Zhou Fang, Yijiang Liu +13D Scene UnderstandingLarge Vision Language Models

  53. Language-Instructed Vision Embeddings for Controllable and Generalizable Perception

    Jun 17, 2026Chengzhi Mao, Xudong Lin, Wen-Sheng ChuLarge Vision Language ModelsVision Encoders

  54. Concept Flow Models: Anchoring Concept-Based Reasoning with Hierarchical Bottlenecks

    Jun 17, 2026Ya Wang, Adrian PaschkeClass-Incremental Concept Bottleneck ModelConcept Bottleneck Models

  55. A Unified Framework for Efficient Remote Sensing Visual Question Answering: Adapting Dual, Hybrid, and Encoder-Decoder Architectures

    Jun 17, 2026Timothy Agboada, Shikha Chandel, Yadav Raj Ghimire +1Remote SensingVision-Language Model Adaptation

  56. AMALIA-VL: A Native European Portuguese Open-Source Vision and Language Model

    Jun 17, 2026Diogo Glória-Silva, João Cardeira, Manuel Letras da Luz +8Large Vision Language ModelsVision-Language Alignment

  57. Benchmarking Large Vision-Language Models on Fine-Grained Image Tasks: From Evaluation to Diagnosis

    Jun 17, 2026Hong-Tao Yu, Chen-Wei Xie, Yuxin Peng +2Fine-Grained PerceptionLarge Vision Language Models

  58. From Bounding Boxes to Visual Reasoning: An On-Policy Data Annotation Tool for Vision-Language Models

    Jun 17, 2026Like Zhang, Runliang Niu, Shiqi Wang +5Large Vision Language ModelsVisual Reasoning

  59. Moving Beyond Diversity: Visual Token Pruning as Subspace Reconstruction for Efficient VLMs

    Jun 17, 2026Jaeyeon Lee, Shunjie Wen, Dong-Wan ChoiVisual Token PruningVisual Tokens

  60. Evaluation of Medical Vision Language Models HuluMed and MedGemma, and general purpose chatbots Gemma 3, ChatGPT Plus, and Claude Pro on real previously unseen wound images

    Jun 16, 2026Yunzhe Xue, Mohammed Saim Ahmed Quadri, Neal Panse +2Multimodal Wound AnalysisMedical Vision-Language Models