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

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

862 papers

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  1. VPRune: Efficient Training-free Pre-LLM Visual Token Pruning

    Sep 21, 2026Guangchuan Lv, Dianxing Shi, Dingjie FuVisual Token PruningLarge Vision Language Models

  2. Look Where It Counts: A Free, Label-Free Visual Evidence Signal for Fine-Grained Vision-Language Reasoning

    Sep 21, 2026Santi Ram Tiwari, Nihal Naik, Devbrat Pandey +1Large Vision Language Models

  3. MaskVLA: Visual Masking Against Trajectory Overfitting of Vision-Language-Action Model

    Sep 20, 2026Yuxuan Jiang, Jiaying Huang, Ge Wang +9Large Vision Language Models

  4. Workspace Models: Lightweight Robotic Memory via Saliency-Driven Supervision

    Sep 17, 2026Nitish Dashora, Douglas Chen, Idan Shenfeld +3Robot PoliciesWorkspaces

  5. Spatial-Semantic Uncertainty in VLM-Based Target Search: Balancing Exploration and Identification

    Sep 17, 2026Alkesh K. Srivastava, Jonathan Diller, Vijay Kumar +1Vision-Language NavigationEfficient Exploration

  6. AgriScope: Pixel-Grounded Multimodal Understanding for Agricultural Images

    Sep 17, 2026Abderrahmene Boudiaf, Mohamad Alanssari, Irfan Hussain +1Apple Tree Leaf Disease Segmentation DatasetAgricultural Landscapes

  7. Region-Level Policy Optimization for Fine-grained MLLM Perception

    Sep 17, 2026Yuheng Shi, Xiaohuan Pei, Minjing Dong +1Fine-Grained PerceptionLarge Vision Language Models

  8. IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models

    Sep 17, 2026Dasom Choi, Sangjun Moon, Hyeongchan Im +5Face Forgery DetectionDeepfake Detection

  9. MiX: Micro-Inverted-Scaling for End-to-End Low-Bit Vision-Language Model Acceleration

    Sep 17, 2026Yuan Liao, Jae-sun SeoAcceleratorLarge Vision Language Models

  10. Can Vision-Language Models Judge Olympic Diving? From Reasoning to Scores in Zero-Shot Action Quality Assessment

    Sep 16, 2026Henry O. Velesaca, David Freire-Obregon, Luigi Miranda +1Sports ScienceMultimodal Evaluation

  11. GroundingVLN: Reasoning and Acting with Grounding for Vision-Language Navigation

    Sep 16, 2026Kailing Li, Yu Han, Tianwen Qian +4Vision-Language NavigationLarge Vision Language Models

  12. Anchoring What Matters: A Dual-Level Learning Framework for Visually-Grounded Multimodal Reasoning

    Sep 16, 2026Xinxin Song, Siyuan Li, Tingxiong Xiao +1Multimodal ReasoningLarge Vision Language Models

  13. CapMem: A Benchmark for Caption-Based Episodic Memory in Egocentric Video

    Sep 15, 2026Dingli Liang, Yiqiao Xie, Yukai Huang +6Video Question AnsweringEpisodic Experiences

  14. Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language Models

    Sep 15, 2026Jinwoo Jeon, GyuYeop Do, Yubin Lim +4Cross-Modal DistillationLarge Vision Language Models

  15. ViD: Vision-Dominant Gender Bias Mitigation for Large Vision-Language Models

    Sep 15, 2026Zhipeng Zhao, Zhaoqiang Wei, Peishun Liu +2Large Vision Language ModelsGender Bias

  16. EgoPathBench: Evaluating Zero-Shot Egocentric Waypoint Decision-Making in Vision-Language Models

    Sep 15, 2026Yang Zhao, Zhuo Chen, Xubo YangVision-Language NavigationLarge Vision Language Models

  17. SceneBench: A Hierarchical Benchmark for Vision-Language Understanding of 3D Scenes

    Sep 14, 2026Anubhav Khanal, Prabigya Acharya, Roshni Poudel +53D Spatial Reasoning3D Object Understanding

  18. Beyond Accuracy: Robustness, Cost, and Governance Trade-offs for Vision-Language Models in Templated Document Extraction

    Sep 14, 2026Kushal Patel, Pushkal Shrivastava, Mackenzie Lees +4Large Vision Language ModelsVisual Document Retrieval

  19. Pre-PEFT Probing: Weight Statistics and Perturbation Robustness for Layer Selection in VLM Vision Encoders

    Sep 14, 2026Qingtao Xia, Jiahua Bao, Siyao Cheng +1Parameter-Efficient Fine-TuningFinetuning

  20. C2^2Nav: Compare Before You Commit for Zero-Shot Vision-and-Language Navigation

    Sep 14, 2026Runtian Zheng, Congpeng Zhang, Ying LiuVision-Language NavigationNavigation

  21. Assisted Spatial Cognition Through Vision-Language Models

    Sep 14, 2026H. Riaz, J. B. Fernandez, I. Mills +3Vision-Language NavigationAccessibility

  22. PhysBrain 1.5: From Vision-Language Models to Physical Foundation Models

    Sep 14, 2026DeepCybo Team, Yu Bin, Haipeng Cao +51Robot TrajectoriesLarge Vision Language Models

  23. Can Edge-Deployable Vision-Language Models Identify Species?

    Sep 12, 2026William Zhou, Mayukha Siripuram, Xiao Yan +2Large Vision Language ModelsLife Sciences Research

  24. On-Policy Distillation for Vision-Language Model Adaptation, an Effective Paradigm on Low-Quality Multimodal Data

    Sep 9, 2026Hongyuan Zhang, Xianda Guo, Yanlun Peng +6Vision-Language Model AdaptationOn-Policy Distillation

  25. From Pixels to Hierarchical Sequences: Quadtree Mask Encoding for Vision-Language Binary Change Detection

    Sep 9, 2026Xiao An, Ruikang Zhang, Chen Zhong +4Change DetectionLarge Vision Language Models

  26. LogiScope-VQA: Benchmarking Vision-Language Models for Logistics Hazard Identification in Industrial Scenarios

    Sep 9, 2026Hanjing Zhou, Mingze Yin, Ying Lian +3Large Vision Language ModelsTextvqa

  27. CASD: Chunk-Aligned Semantic Distillation for Multi-StageRobot Manipulation

    Sep 8, 2026Tinghe Ding, Jiahao Li, He WangAction ChunksGeneralizable Robotic Manipulations

  28. Towards Embodied Air-Ground Cooperative Object Search: Benchmark, Dataset and Agentic Method

    Sep 8, 2026Boao Yu, Zimo Chen, Junreng Rao +4Aerial Vision-Language NavigationLarge Vision Language Models

  29. TDDN: Text-aligned Diffused DINO Network for Puzzle Understanding

    Sep 7, 2026Harsha Patnala, Debopriyo Banerjee, Ayush Sunil Munot +1Dinov3Large Vision Language Models

  30. Parser-Free VLM Verification for Federated Weakly Supervised Video Anomaly Detection

    Sep 7, 2026Sébastien Thuau, Amira Gran, Siba Haidar +1Video Anomaly UnderstandingAva-Vlm

  31. Federated Binary Gating with Server-Side Vision-Language Inference for Surveillance Anomaly Classification

    Sep 7, 2026Côme-Alexis Puech, Sébastien Thuau, Amira Gran +3Video Anomaly UnderstandingFederated Learning

  32. Social Intuition vs. Machine Reasoning: Anticipating Human-Robot Interaction from multiple modalities

    Sep 7, 2026Raphael Lorenzo-Louis, Bertrand Luvison, Serena IvaldiHuman-Robot InteractionIntuition

  33. Phase-and-First-Arrival VLM Feedback for Sparse-Reward Reinforcement Learning in Surgical Manipulation

    Sep 7, 2026Wanli Liuchen, Fangyuan Wang, Bin Li +4Sparse RewardsRobot-Assisted Minimally Invasive Surgery

  34. IchthyoNoma: Nomenclature and Context Sensitivity of Zero-Shot Biological Vision--Language Models for Bangladeshi Freshwater Fish Recognition

    Sep 3, 2026Nazim-E-Alam, Tarek Rahman, Md Kishor MorolFishLarge Vision Language Models

  35. A Reverse Sign Language Dictionary: Open-Vocabulary Sign Recognition from Continuous Signing via Video Captioning and Description Retrieval

    Sep 3, 2026Santiago Poveda-Gutiérrez, Hideki Nakayama, Mayumi BonoSign Language RecognitionSign

  36. SafeRI: Recognition and Intervention for Token-Level Safety Intervention in Large Vision Language Models

    Sep 3, 2026Caoyuan Ma, Tian Gu, Wenpu Liu +11Safety AlignmentLarge Vision Language Models

  37. Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models

    Sep 3, 2026Xingming Long, Yu Liu, Zhiwei Yang +7Large Vision Language ModelsCall

  38. Detecting Object Hallucinations in Large Vision-Language Models via Cross-Modal Attention Drifts and Mask-Based Verification

    Sep 2, 2026Xuanbing Wen, Boxu Chen, Le Yang +4Robust Hallucination DetectionLarge Vision Language Models

  39. Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System

    Sep 1, 2026Penghao Wu, Haiwen Diao, Weichen Fan +3Unified Multimodal ModelsMultimodal Learning

  40. Closing Cost-Quality Gap in Document VLMs: Difficulty-Aware Data Curation and Quality-Adjusted Deployment Economics

    Sep 1, 2026Maksim Evdokimov, Matvey Ivanov, Dmitrii Tsiupin +3Ava-VlmOptical Character Recognition

  41. Selective Agent Guidance via Entropy: Learning Autonomous Policies from Imperfect VLM Teachers

    Sep 1, 2026Giovanni Bonetta, Matteo Merler, Davide Zago +2Large Vision Language Models

  42. FairLens: Benchmarking Fairness in Vision-Language Models for High-Stakes Decision-Making

    Sep 1, 2026Vahid Reza Khazaie, Ahmed Y. Radwan, Shaina RazaLarge Vision Language ModelsLarge Language Model Bias

  43. IntroConformal: Conformal Factuality Guarantees for Large Vision-Language Models via Introspective Signals

    Sep 1, 2026Md. Atabuzzaman, Christian Alexander, Chris ThomasLarge Vision Language ModelsFacts

  44. Reliability Challenges in Diffusion Vision-Language Models

    Sep 1, 2026Md. Atabuzzaman, Chris ThomasDiffusion Language ModelsLarge Language Model Hallucination

  45. Candidate-Expanding Routing with Permutation-Stabilized Experts for Mixed-Format Medical VQA

    Sep 1, 2026Hai-Dang Nguyen, Huy-Hieu PhamMedical Visual Question AnsweringMixture-of-Experts Models

  46. The Visual Insensitivity Gap: Diagnosing When Vision-Language Models Fail to Use Visual Evidence

    Sep 1, 2026Genpei ZhangLarge Vision Language ModelsVisual Perception

  47. From Saliency to Discriminability: Rank-Preserving Visual Token Pruning for VLM Rerankers

    Sep 1, 2026Siyi Liu, Hanjun Yang, Chenchen Zhang +7Visual Token PruningVisual Tokens

  48. ExpArt-KG: Artwork Image Description Generation through Iterative Exploration of Knowledge Graphs

    Sep 1, 2026Yuta Kato, Shintaro Ozaki, Kazuki Hayashi +4Single ImagesKnowledge Graphs

  49. Restrict, Don't Retrain: Inference-Time VLM Guidance for Zero-Shot Aerial Segmentation

    Sep 1, 2026Teresa DiMeola, Charles Walter, Hong XiaoFew-Shot SegmentationVision Foundation Models

  50. BrainDiff: Longitudinal Report Generation for Multimodal Brain MRI

    Sep 1, 2026Krish Patel, Peirong LiuBrain Magnetic Resonance ImagingRadiology Report Generation

  51. FoldingAgent: Inferring Parametric Origami Procedures from Demonstration Videos

    Aug 31, 2026Maya Moriya, Sigal Raab, Yael Vinker +1FoldingAgentic Video Generation

  52. Vision Is Not Overhead: One-Pass Block Drafting for Lossless Speculative Decoding in Vision-Language Models

    Aug 31, 2026Jungseob Lee, Seongtae Hong, Dongyub Jude Lee +4Large Vision Language ModelsSpeculative Decoding

  53. LOCI: A Locator-Critic with Refinement Loop

    Aug 31, 2026Walid Bousselham, Mathilde Caron, Arsha Nagrani +1Large Vision Language ModelsVisual Evidence

  54. VisER: Visual Evidence and Reliance for Object Hallucination Detection in LVLMs

    Aug 31, 2026Afsaneh Hasanebrahimi, Hanxun Huang, Christopher Leckie +1Robust Hallucination DetectionLarge Vision Language Models

  55. Centering before Pruning: Lightweight Geometry Correction for Diversity-Based Visual Token Pruning in LVLMs

    Aug 31, 2026Shunjie Wen, Jaeyeon Lee, Dong-Wan ChoiVisual Token PruningPruning

  56. Partition-Aware Unlearning for Removing Spurious Correlations in Large Vision-Language Models

    Aug 30, 2026Aditi Sarker, Nazreen Shah, Rafi Ibn Sultan +3Large Vision Language ModelsLarge Language Model Hallucination

  57. SpanCalib-VLM: Calibrated Hallucination Span Detection in Vision-Language Models

    Aug 30, 2026Amanuel Gizachew Abebe, Yasmin MoslemRobust Hallucination DetectionLarge Vision Language Models

  58. Hallucination Mitigation for Large Vision-Language Models via Implicit Feature Stabilization

    Aug 30, 2026Aditi Sarker, Rafi Ibn Sultan, Hui Zhu +2Large Language Model HallucinationLarge Vision Language Models

  59. Multi-Image Visual Token Pruning in Large Visual Language Models

    Aug 27, 2026Rongyang Zhang, Chengqiang Lu, Cong Li +9Visual Token PruningLarge Vision Language Models

  60. When Seeing Is Not Enough: Benchmarking Interactive Visual Grounding in LVLMs

    Aug 25, 2026Zhengxiang Wang, Owen RambowExplicit Visual GroundingVisual Grounding