Large Vision Language Models

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Period ending 2026-09-21

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  1. Outcome-Guided Distillation: A Teacher-Student Framework to Advance VLM Reasoning in Autonomous Driving

    Jul 31, 2026Zeyu Dong, Yimin Zhu, Yu Wu +1Autonomous DrivingEfficient Vision-Language-Action Models

  2. D-VLC: Decentralized Vision-Language Collaboration for Heterogeneous Embodied Multi-Robot Systems in Unknown Environments

    Jul 31, 2026Yuan Zhou, Ruitong Lin, Shen Wang +5Multi-Robot SystemsLarge Vision Language Models

  3. A report-grounded vision-language foundation model for colonoscopy from 280000 routine reports

    Jul 30, 2026Jia Yu, Yan Zhu, Yili He +12ColonoscopyMedical Vision-Language Models

  4. Can Vision-Language Models Reason about AI Edits in Images?

    Jul 30, 2026Darsha Udayanga, Pin-Yu Chen, Payel Das +1Large Vision Language ModelsDeep Reinforcement Learning

  5. ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding

    Jul 30, 2026Mingkang Dong, Muxin Pu, Jie Li +8Video UnderstandingVisual Tokens

  6. FaithEyes: Towards Faithful Tool Use via Multi-Agent Process-Image Verification

    Jul 30, 2026Haoqing Wang, Xingrun Xing, Wei Xia +2Large Vision Language ModelsMultimodal Reasoning

  7. One Anchor for All: Unified Multilingual and Multimodal Safety Alignment for LVLMs

    Jul 30, 2026Enyi Shi, Fei Shen, Chuancheng Shi +4Multilingual SafetyVision-Language Alignment

  8. Hallucinations Leave a Grounding Signature:Verifier-Guided Decoding for Selective Object Correction

    Jul 30, 2026Lei Yang, Xinze Liu, Dayan Wu +7Large Vision Language ModelsHallucinations

  9. MemeBench: What LVLMs Miss When Interpreting Culture-Dependent Memes

    Jul 30, 2026Weihang Wang, Kainan Tu, Jielei Zhang +9MemesLarge Vision Language Models

  10. Can LVLMs Uncover the Truth Behind Visual Illusions? An Analysis of Perceptual and Reasoning Capabilities

    Jul 30, 2026Liangjie Zhao, Jiaqing Lyu, Kexin Tang +5Large Vision Language ModelsIllusions

  11. Calibrate Before Reason: Robust Visual Token Reduction against Semantic Drift in VLMs

    Jul 30, 2026Jiasheng Li, Zhong Ji, Yan Zhang +1Large Vision Language ModelsMulticalibration and Calibration

  12. DualAnchor: Preserving Language Priors and Improving Lexical Fidelity in Gloss-Free Sign Language Translation

    Jul 30, 2026Hongbin Zhang, Junhao Liu, Xuefeng Bai +3Sign Language RecognitionCross-Lingual Alignment

  13. A Systems Engineering Framework for Vision-Language-Enabled UAV Triage and Disaster Response

    Jul 30, 2026Swapnil Saha, Bhuvan Rajanasiriyur Jagadeesha, Karishma Patnaik +1Aerial Vision-Language NavigationMulti-Uav Systems

  14. TurboVLA: Real-Time Vision-Language-Action Model at 32 Hz on an RTX 4090 with <1 GB VRAM

    Jul 29, 2026Hengyi Xie, Chenfei Yao, Xianjin Wu +7Pretrained Vision-Language-ActionLarge Vision Language Models

  15. Anatomy Contextualized Adaption of CT Foundation Models

    Jul 29, 2026Roshan Kenia, Stephanie L McNamara, William LotterMedical Vision-Language ModelsVision-Language Alignment

  16. Towards Grounded GI Endoscopy VQA via Multi-Task Learning on Small VLMs

    Jul 29, 2026Itbaan Safwan, Ramail Khan, Muhammad Annas Shaikh +1Video Capsule EndoscopyLarge Vision Language Models

  17. SCALPEL: Semantic Cross-modal Alignment via LLM-Powered Encoder Learning for Medical Vision-Language Representation

    Jul 29, 2026Yunzhan Fu, Enyu Bao, Xiangyu Shen +4Medical Vision-Language ModelsMultimodal Clinical Data

  18. Level, Sharpness, and Corpus: Why Zero-Shot OOD Detector Rankings Do Not Transfer

    Jul 29, 2026Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Stephen Gould +1Out-Of-Distribution DetectionIn-Distribution

  19. MedARC: Training-Free Adaptive Redundancy Compression of Visual Tokens for 3D Medical Vision-Language Models

    Jul 29, 2026Yitao Zhu, Mengjun Liu, Yingji Fu +2Medical Vision-Language ModelsVisual Tokens

  20. EgoSafe: A First-Person Mobile-Captured Benchmark for Visual Safety Understanding

    Jul 29, 2026Yuyun Chen, Tianao Li, TianQuan Feng +4Large Vision Language ModelsSafeguard

  21. Evaluating VLMs for Autonomous Agent-Driven Geometry Clipping Detection in Video Game QA

    Jul 28, 2026Carlos Celemin, Benedict Wilkins, Adrián Barahona-Ríos +2Large Vision Language ModelsVideo Anomaly Understanding

  22. Fine-Grained Food Image Understanding via Target-Aware Data Alignment

    Jul 28, 2026Jui-Feng Chi, Wei-Lun Chu, Bruce Coburn +2Fine-Grained PerceptionVision-Language Alignment

  23. Few-Shot Open-Vocabulary Remote Sensing Segmentation via Textual Inversion

    Jul 28, 2026Junhyuk Heo, Junghwan ParkRemote Sensing Image SegmentationOpen-Vocabulary

  24. Argus-Unified: Towards A Compact and Economical Unified Model for Image Understanding and Generation

    Jul 28, 2026Weiming Zhuang, Jiabo Huang, Jingtao Li +4Unified Multimodal ModelsVision-Language

  25. Architectural Backdoors in Vision-Language Model Supply Chains via Representation Steering

    Jul 28, 2026Maria Rosaria Briglia, Igor Maljkovic, Antonio Emanuele Cinà +3Vision-LanguageBackdoor Attacks

  26. Room-Mediated Co-occurrence for Zero-Shot Object-Centric Semantic Navigation via Frontier Scoring

    Jul 28, 2026Adam Scicluna, Gavin Paul, Alen AlempijevicVision-Language NavigationSemantic Mapping

  27. Test-Time Adaptation via Dual Distillation for Videos Under Severe Distribution Shifts

    Jul 27, 2026André Sacilotti, Samuel Felipe dos Santos, Jurandy AlmeidaOpen-Vocabulary Action RecognitionVideos

  28. Rethinking Expert Training for Model Merging with Prompt Learning

    Jul 27, 2026Christos Georgakilas, Aniello Panariello, Samir El Karrat Moreno +3Continual Model MergingModel Merging

  29. Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation

    Jul 27, 2026M M Asif FerdousLarge Vision Language ModelsLarge Language Model Quantization

  30. MAViE: A Multi-scale Adaptive Vision Encoder for Fine-grained Visual Perception and Efficient Multimodal Reasoning

    Jul 27, 2026Shaofei LeiVision EncodersVisual Tokens

  31. Face Age Verification Vulnerabilities Under Simple Appearance Manipulations

    Jul 27, 2026Ioannis Sarridis, Ioannis Kompatsiaris, Symeon PapadopoulosAppearanceBias Mitigation

  32. MarineEVT: Advancing Event-Centric Marine Video Understanding via Visual Tool Reasoning

    Jul 27, 2026Tuan-An To, Yuk-Kwan Wong, Tuan-Anh Vu +2Video UnderstandingLarge Vision Language Models

  33. Development of Vision-Language Model-based GNSS Spoofing Detection for Autonomous Vehicle Navigation

    Jul 27, 2026Mohammed Aldeen, Muhammad Sami Irfan, Sagar Dasgupta +3Global Navigation Satellite SystemAutonomous Driving

  34. GOTS: Greedy Orthogonal Token Selection for High-Resolution Vision-Language Models

    Jul 27, 2026Jun Ling, Tao Huang, Junzhuo Liu +2Large Vision Language ModelsLLM Inference Efficiency

  35. Memory for Attention: Language-Conditioned Re-Perception with a Vision--Language--Motion Map

    Jul 26, 2026Dibyendu GhoshVision-Language NavigationLanguage-Conditioning Space Policy

  36. LabRobFail: A Benchmark for Robotic Failure Analysis in Chemical Self-driving Laboratory

    Jul 26, 2026Haobo Wang, Baoli Sun, Anqi Zou +8Embodied AgentsAva-Vlm

  37. Hybrid Advantage Estimation with Unified Critic for VLM Agentic Reinforcement Learning

    Jul 26, 2026Wenxuan Zhang, Yuhui Wang, Donggang Jia +5Critic LearningVision-Language-Action Models

  38. Verification-Notebook Learning for Source-Aware Multimodal Misinformation Detection

    Jul 26, 2026Junyuan TanMisinformation DetectionVerification-Triggered Multimodal

  39. MemVLN: Episodic and Procedural Memory for Vision-and-Language Navigation

    Jul 26, 2026Yuqi Liu, Shengju Qian, Tianyuan Qu +5Vision-Language NavigationLarge Vision Language Models

  40. UltraViT: Latency-Optimized On-device Vision Encoder for Large Vision-Language Models

    Jul 25, 2026Ioannis Maniadis Metaxas, Adrian Bulat, Alberto Baldrati +4Vision EncodersLarge Vision Language Models

  41. The Gate Always Closes: On Injecting Auxiliary Signals into Frozen Vision-Language Models

    Jul 25, 2026Moshiur Farazi, Sameera Ramasinghe, Bekir Sait Ciftler +2Frozen Vision-Language Models

  42. Self-Boosting Vision-Language Models with Noisy Student On-Policy Self-Distillation

    Jul 25, 2026Shuai Wang, Daoan Zhang, Zhe Tang +2Large Vision Language ModelsUnsupervised On-Policy Self-Distillation

  43. LayoutLite: Token-Level Implicit Layout Analysis for Efficient Document OCR

    Jul 24, 2026Xudong Liu, Bicheng Wan, Yulin JinOptical Character RecognitionVision Encoders

  44. Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation

    Jul 24, 2026M M Asif FerdousLarge Vision Language ModelsVision-Language

  45. EVL-MCoT: Enhanced Vision-Language Multi-CoT for Harmful Meme Detection

    Jul 24, 2026Hao Yang, Jin Wang, Xuejie ZhangMemesLarge Vision Language Models

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

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

  47. SCALE: Self-Supervised Constraint-Aware Layout GEneration for Local P&R DRV Fixing at Advanced Nodes

    Jul 23, 2026Chia-Tung Ho, Haoyu Yang, Guanglei Zhou +6LayoutsAva-Vlm

  48. Be Consistent! Enhancing Robust Visual Reasoning in LVLMs with Consistency Constraints

    Jul 23, 2026Liqiang Jing, Xiong Zhou, Siddharth Varia +3Visual ReasoningLarge Vision Language Models

  49. When Are Reasoning-Based Guardrails Not Efficient? ResponseGuard: A Fast Vision-Language Guard for Real-Time Moderation

    Jul 23, 2026Dongbin NaStreaming GuardrailsGuardrail

  50. Multimodal Pretraining for Generalizable EEG Representation Learning

    Jul 23, 2026Targol Bakhtiarvand, Jugal Kalita, Adham AtyabiElectroencephalography Foundation ModelsInterictal Epileptiform Discharges

  51. GeoThreat: Transferable Targeted Adversarial Attacks on Large Vision-Language Models for Remote Sensing Image Interpretation

    Jul 23, 2026Yimin Fu, Yuefeng Bai, Baicheng Pan +2Remote SensingLarge Vision Language Models

  52. ProCap: Prominence-guided Object Rectification for Faithful and Comprehensive Video Captioning

    Jul 23, 2026Debjyoti Das Adhikary, Aritra Hazra, Partha Pratim ChakrabartiVideo CaptioningRectification

  53. Sparse Concept Channels in Frozen 3D CT Vision Encoders

    Jul 23, 2026Farhad Nooralahzadeh, Lea Bogensperger, Christian Bluethgen +1Medical Vision-Language ModelsFrozen Encoder

  54. Best-of-Evidence: Best-of-N Selection under Partial Verification

    Jul 23, 2026Cenwei Zhang, Teng Fang, Yuxia Wang +3Relation-Conditioned Evidence EncoderPart

  55. Robostral Navigate

    Jul 22, 2026Abdelaziz Bounhar, Abhijeet Somani, Aditi Kabra +273RobocasaLarge Vision Language Models

  56. Learning to Detect UI Principle Violations via Reinforcement Learning

    Jul 22, 2026Nishi Mehta, Swathi Alse, Himani Kumawat +2Code QualityInteraction Design

  57. LAVIFT: Latent-Action-Guided Vision Fine-Tuning for Surgical Interaction Recognition

    Jul 22, 2026Jiajun Cheng, Subarna Tripathi, Sainan Liu +2Vision EncodersGradient Surgery

  58. SOPD-SocialNav: Selective On-Policy Distillation for Vision-Language Social Navigation

    Jul 22, 2026Xinyu Zhang, Zishuo Wang, Ling XiaoVision-Language NavigationSocial Robot Navigation

  59. PCA: Persistence-Aware Compression and Aggregation for Fast Video Large Language Models

    Jul 22, 2026Zihan Song, Shuo Ye, Bo Zhao +4Neural Video CodecsVision Encoders

  60. Visual Information Extraction from Documents via Classification-Guided Large Vision-Language Models

    Jul 22, 2026Huafu Li, Guo Chen, Jia Xia +5Visual Document RetrievalLarge Vision Language Models