Large Vision Language Models

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Period ending 2026-09-21

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  1. SeeMe: Mitigating Hallucinations in Large Vision-Language Models through Effective Visual Token Engineering

    Jul 5, 2026Kai Tang, Jinhao You, Bohua Zhang +6Large Language Model HallucinationLarge Vision Language Models

  2. HCSU: A Dataset and Benchmark for Fine-Grained Historical Calligraphy Style Understanding

    Jul 5, 2026Yinsheng Yao, Yan Liu, Chen YeHandwritingLarge Image Datasets

  3. Look Before You Leap: Distilling Tree Search into Action Evaluation for Frozen VLA Models

    Jul 4, 2026Xinyi Xie, Zican Hu, Zhanyu Liu +7Frozen Vision-Language ModelsTree Search

  4. Do Medical Vision Language Models Actually See? A Counterfactual Grounding Framework and Hard-Negative Contrastive Training for Visually-Reliant Medical VLMs

    Jul 4, 2026Anas Zafar, Leema Krishna Murali, Siddhant Bharadwaj +2Medical Visual Question AnsweringMedical Vision-Language Models

  5. Token-Based Affordance Grounding with Large Vision-Language Models

    Jul 3, 2026Seung Il Lee, Qinqian Lei, Daguang Xu +4AffordancesLarge Vision Language Models

  6. Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG

    Jul 3, 2026Xue Li, Yiming GaiMulti-Source Retrieval-Augmented GenerationInput Modality

  7. Present but Not Remembered: Auditing How Frozen VLAs Encode, Deploy, and Steer Visual History

    Jul 3, 2026Chih-Ting Liao, Xin CaoFrozen Vision-Language ModelsVision-Language-Action Models

  8. Text as Partial Constraint: Core-Residual Alignment for Robust Vision-Language Learning

    Jul 3, 2026Chengzhen Yu, Canran Xiao, Siyuan Ma +1Vision-Language AlignmentLarge Vision Language Models

  9. Overloading Large Vision-Language Models for Jailbreaking

    Jul 3, 2026Haoyu Zhang, Yangyang Guo, Mohan KankanhalliLarge Language Model JailbreaksLarge Vision Language Models

  10. Incentivizing Vision Language Models to Search for Long Video Question Answering

    Jul 3, 2026Harsh Goel, S P Sharan, Sahil Shah +4Video Question AnsweringVideo Understanding

  11. MORE: A Multilingual Document Parsing Benchmark and Evaluation

    Jul 3, 2026Long Xu, Binghong Wu, Tinghao Yu +6Multilingual BenchmarkMultilingual

  12. Prior Bias in Vision Language Models on UML Diagram Interpretation

    Jul 3, 2026Zaiyu Cheng, Khai-Nguyen Nguyen, Antonio MastropaoloDiagramsLarge Vision Language Models

  13. Vision Token Manipulation Attacks on Cloud-Edge Inference of Large Vision-Language Models

    Jul 2, 2026Zikai Zhang, Rui Hu, Olivera Kotevska +1Large Vision Language Models

  14. When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation

    Jul 2, 2026Tyler Rust, Chandra KambhamettuFrozen Vision-Language ModelsSelf-Supervised Vision Transformers

  15. VLRC: Vision-Language Reprojection Consistency as a scalable signal for better feed-forward 3D pretraining

    Jul 2, 2026Marwane Hariat, David Filliat, Antoine ManzaneraFeed-Forward 3D Reconstruction3D Scene Understanding

  16. Visually Grounded Self-Reflection for Vision-Language Models via Reinforcement Learning

    Jul 2, 2026Liyan Tang, Fangcong Yin, Greg DurrettLarge Vision Language ModelsReinforcement Learning With Verifiable Reward

  17. Search-based Testing of Vision Language Models for In-Car Scene Understanding

    Jul 2, 2026Lev Sorokin, Chen Yang, Ken E. Friedl +1Driving SceneLarge Vision Language Models

  18. Guided Action Flow: Q-Guided Inference for Flow-Matching Vision-Language-Action Policies

    Jul 2, 2026Liuhaichen Yang, Zhuang Jiang, Chenchao Sheng +1Flow-Matching Vision-Language-ActionFrozen Vision-Language Models

  19. Evaluating Vision-Language Models as a Zero-Shot Learning Alternative to You Only Look Once and Optical Character Recognition for Nigerian License Plate Recognition

    Jul 2, 2026Ismail Ismail Tijjani, Ahmad Abubakar Mustapaha, Sunusi Ibrahim Muhammad +1License Plate Character DetectionOptical Character Recognition

  20. MolSight: A Graph-Aware Vision-Language Model for Unified Chemical Image Understanding

    Jul 2, 2026Wenda Wang, Yihan Tong, Yuwei Hu +1Molecular GraphsLarge Vision Language Models

  21. Towards Real-World Ultrasound Understanding: Large Vision-Language Models from Multi-Image Examinations with Long-Form Reports

    Jul 2, 2026Bingcong Yan, Chunlei Li, Jingliang Hu +3UltrasoundMedical Vision-Language Models

  22. SAB-LVLM: Significance-Aware Binarization for Large Vision-Language Models

    Jul 2, 2026Qi Lyu, Jiahua Dong, Baichen Liu +7Large Vision Language ModelsBinarization

  23. SpaceEra++: A Unified Framework Towards 3D Spatial Reasoning in Video

    Jul 2, 2026Weili Guan, Haoyu Zhang, Meng Liu +33D Spatial ReasoningSpatial Reasoning

  24. ProCal: Inference-Time Proposal Calibration for Open-Vocabulary Object Detection

    Jul 2, 2026Jae-Ryung Hong, Ho-Joong Kim, Seong-Whan LeeOpen-Vocabulary Object DetectionMulticalibration and Calibration

  25. LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression

    Jul 2, 2026Bowen Yuan, Zijian Wang, Yadan Luo +2Large Vision Language ModelsLens

  26. Domain Generalization via Text-Anchored Information Bottleneck

    Jul 2, 2026Eunyi Lyou, Yunjeong Choi, Junho Lee +1Multimodal Domain GeneralizationDomain Generalization

  27. Overthink-Triggered Slowdown Attacks on LVLM-Based Robotic Systems

    Jul 1, 2026Qiang Han, Jie Wu, Bo ChenLarge Vision Language ModelsInference Latency

  28. Multi-modal Rail Crossing Safety Analysis

    Jul 1, 2026Paimon Goulart, Chansong Lim, Nícolas Roque dos Santos +4Railway EnvironmentsAccidents

  29. Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning

    Jul 1, 2026Hongxing Li, Xiufeng Huang, Dingming Li +11Fine-Grained PerceptionVisual Reasoning

  30. LongVQUBench: Benchmarking Long-Term Video Quality Understanding of Vision-Language Models

    Jul 1, 2026Arpita Nema, Hanwei Zhu, Xi Zhang +1Video QualityLarge Vision Language Models

  31. RoboWorld: Fast and Reliable Neural Simulators for Generalist Robot Policy Evaluation

    Jul 1, 2026Byeongguk Jeon, Seonghyeon Ye, JaeHyeok Doo +4World ModelsAutoregressive Video Generation

  32. GenAU: Language-Grounded Industrial Anomaly Understanding with Vision-Language Models

    Jul 1, 2026Hongkuan Zhou, Tristan Rehm, Nadeem Nazer +3Zero-Shot Anomaly DetectionInspection

  33. DART-VLN: Test-Time Memory Decay and Anti-Loop Regularization for Discrete Vision-Language Navigation

    Jul 1, 2026Shaoheng Zhang, Zhichen Li, Jie MeiVision-Language NavigationFrozen Vision-Language Models

  34. GMO-E2^2DIT: Grounded Multi-Operation Editing for E-Commerce Images

    Jul 1, 2026Zipeng Guo, Xiaoan Liu, Lichen Ma +9Image Editing3D Editing

  35. LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives

    Jul 1, 2026Lukas Kuhn, Giuseppe Serra, Randall Balestriero +1Large Vision Language ModelsFrozen Vision-Language Models

  36. MindEdit-Bench: Benchmarking Object-Level Counterfactual Spatial Reasoning in VLMs from In-the-Wild Photos

    Jul 1, 2026Leyuan Yu, Xiao Tang, Minghao Liu +6Spatial ReasoningAva-Vlm

  37. StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning

    Jul 1, 2026Yuan Qing, Chengzhi Mao, Boqing GongLarge Vision Language Models

  38. Information-Regularized Attention for Visual-Centric Reasoning

    Jul 1, 2026Guohao Sun, Xiaofang Wang, Yash Patel +3Large Vision Language ModelsExplicit Visual Grounding

  39. DroneIQA-VLE: Multi-Task Drone Image Quality Assessment via Vision-Language Ensemble

    Jul 1, 2026Wei Sun, Weixia Zhang, Hongjian Zhan +3Aerial DatasetImage Quality Assessment

  40. What's Hidden Matters: Identifying Planning-Critical Occluded Agents using Vision-Language Models

    Jul 1, 2026Amirhosein Chahe, Tyler Naes, Jovin D'sa +4Diverse Occlusion-And-Revelation ScenariosAutonomous Driving

  41. VOCA: Visual Odometry with Codec Awareness

    Jun 30, 2026Nouri Alexander Hilscher, Mateo de Mayo, Dominik Muhle +2Visual OdometryNeural Video Codecs

  42. Steal the Patch Size: Adversarially Manipulate Vision-Language Models

    Jun 30, 2026Kai Hu, Akash Bharadwaj, Weichen Yu +1Large Vision Language ModelsVisual Tokens

  43. Seeing Is Not Sharing: Some Vision-Language Models Overestimate Common Ground in Asymmetric Dialogue

    Jun 30, 2026Nan Li, Albert Gatt, Massimo PoesioVision-Language

  44. Revisiting Parameter Redundancy in Vision-Language-Action Models: Insights from VLM-to-VLA Adaptation

    Jun 30, 2026Fengnian Zhang, Tao Huang, Siyu Xu +2Vision-Language-Action ModelsAva-Vlm

  45. Agentic RAG-VLM: Affordance-Aware Retrieval-Augmented Generation with Self-Reflective Planning for Robotic Grasping

    Jun 30, 2026Tao Chen, Lizheng Liu, Jiaxu Wang +4Grasp GenerationGeneralizable Robotic Manipulations

  46. PruneGround: Plug-and-play Spatial Pruning for 3D Visual Grounding

    Jun 30, 2026Duc Cao Dinh, Khai Le-Duc, Florent Draye +43D Visual GroundingVision-Language Model Grounding

  47. FutureNav: Unified World-Action Modeling for Vision-and-Language Navigation

    Jun 29, 2026Lingfeng Zhang, Zeying Gong, Xiaoshuai Hao +7Vision-Language NavigationLarge Vision Language Models

  48. VisReflect: Latent Visual Reflection for Fine-Grained Perception in Long Visual Context

    Jun 29, 2026Xiaoqian Shen, Mohamed ElhoseinyLarge Vision Language ModelsFine-Grained Perception

  49. From Accuracy to Visual Dependence: Auditing and Filtering Modality Collapse in Traffic VideoQA

    Jun 29, 2026Sena Korkut, María Alejandra Bravo Sarmiento, Sanghwan Kim +1Video Question AnsweringVisual Evidence

  50. Few-Shot Domain Incremental Learning via Continual Vision-Language Consolidation

    Jun 29, 2026Naeem Paeedeh, Mahardhika Pratama, Wolfgang Mayer +3Domain Incremental LearningVision-Language Model Adaptation

  51. Dynamo: Dynamic Skill-Tool Evolution for Vision-Language Agents

    Jun 29, 2026Yutao Sun, Yanting Miao, Hao-Xuan Ma +8Large Vision Language ModelsDynawm

  52. Be Faithful When Response: Returning Fluent and Grounded Answers for Vision-Language Models Reinforcement Learning

    Jun 29, 2026Peng, Lee, Yin Zhang +9Large Vision Language ModelsMultimodal Reasoning

  53. RiverONE: Generating Knowledge-Intensive VLM by Simulated Quantum Machines

    Jun 29, 2026Xindian Ma, Xinyu Long, Yefei Zhang +11Large Language Model QuantizationLarge Vision Language Models

  54. H-GRPO: Permutation-Invariant Reinforcement Learning for Grounded Visual Reasoning

    Jun 29, 2026Eric Peh, Debaditya Roy, Basura FernandoExplicit Visual GroundingLarge Vision Language Models

  55. StrucTab: A Structured Optimization Framework for Table Parsing

    Jun 29, 2026Gengluo Li, Shangpin Peng, Chengquan Zhang +10Large Vision Language Models

  56. Vision-Language Procedural Reasoning for Context-Aware Reward Modeling of Robotic Endovascular Guidewire Navigation

    Jun 29, 2026Wentong Tian, Jiyuan Zhao, Tianliang Yao +4Autonomous Endovascular NavigationVision-Language Navigation

  57. LWDrive: Layer-Wise World-Model-Guided Vision-Language Model Planning for Autonomous Driving

    Jun 29, 2026Chen Yang, Yuhao Wei, Ze Xu +6Autonomous DrivingTrajectory Prediction

  58. See Only When Needed: Context-Aware Attention Intervention for Mitigating Hallucinations in LVLMs

    Jun 29, 2026Yuqing Lei, Wenbo Lyu, Yingjun Du +3Large Language Model HallucinationLarge Vision Language Models

  59. Resolution Thresholds in VLM Detection of Harmful ASCII Art Across Construction Modes and Languages

    Jun 28, 2026Yikai Hua, Peter WestVision-LanguageLarge Vision Language Models

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

    Jun 28, 2026Hang Su, Chao Sun, Zhaofan Li +3Prenatal UltrasoundLarge Vision Language Models