Large Vision Language Models

Follow this field Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-21

30 new papers

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

Period ending 2026-09-14

24 new papers

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

Period ending 2026-09-07

22 new papers

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

Inside this field

Focused directions

Focused topic

Large Vision Language Models

Within Large Vision Language Models

862 papersExplore

Focused topic

Vision-Language

Within Large Vision Language Models

239 papersExplore

Focused topic

Vision Encoders

Within Large Vision Language Models

128 papersExplore

Focused topic

Frozen Vision-Language Models

Within Large Vision Language Models

73 papersExplore

Focused topic

Vision-Language Alignment

Within Large Vision Language Models

50 papersExplore

Focused topic

Ava-Vlm

Within Large Vision Language Models

41 papersExplore

Focused topic

Point-Vlms

Within Large Vision Language Models

20 papersExplore

1,309 papers

Latest in Large Vision Language Models

Browse all topics →

TruthLens: Object Hallucination Detection via Self-Evaluating Truthfulness Scores in LVLMs
Aug 6, 2026Yanqi Wu, Runhe Lai, Xinhua Lu +5Large Vision Language Models Hallucination Detection
OmniMech: All-in-one Multimodal Mechanical Benchmark for 3D Reconstruction
Aug 6, 2026Taiting Lu, Runze Liu, Ziwei Dong +18Computer-Aided Design 3D Reconstruction
Invisible Shortcuts: Why Vision Encoders Know Your Camera
Aug 5, 2026Vladan Stojnić, Ryan Ramos, Giorgos Kordopatis-Zilos +2Vision Encoders Vision Foundation Models
Text-Guided Refinement of Multi-sequence Glioma Subregion Segmentation with a Vision-Language Foundation Model
Aug 5, 2026Zach Eidex, Yu-nong Lin, Mojtaba Safari +4Brain Tumor Segmentation Vision-Language
Evaluating the Diagnostic Robustness of Vision-Language Models Under Visual and Textual Perturbations
Aug 5, 2026Ali Khoramfar, Mohammad Javad Dousti, Alireza Mohamadian +1Medical Vision-Language Models Vision-Language
Coherence-Oriented Dream Scene Visualisation
Aug 5, 2026Azra Açıl, Simon ColtonDream Large Vision Language Models
Explicit Language Memory for Long-Horizon Planning in Vision-Language-Action Models
Aug 5, 2026Houze Xu, Jizhong Li, Ziyi YeLarge Vision Language Models Long-Horizon Planning
VLAff: Vision-Language-Affordance Model for Unified Actionable Affordances
Aug 5, 2026Jihoon Oh, Kento Kawaharazuka, Kei OkadaAffordances Scalable Robot Learning
ComplexityWorld: Benchmarking Vision-Language Models on Verifiable Visual Decision Making
Aug 5, 2026Ningxin Pan, Hanyu Li, Yehui TangLarge Vision Language Models Visual Context
Innocent Panels, Hateful Stories: Evaluating and Detecting Hateful Intent in Multi-Turn Visual Story Generation
Aug 5, 2026Ye Leng, Junjie Chu, Yiting Qu +3Hate Hate Speech
Representing Visual Evidence for Item Difficulty Prediction: Visual Textualization and Image-Native Modeling
Aug 5, 2026Han Chen, Ming Li, Hong Jiao +1Visual Evidence Ava-Vlm
Retrieve in Time, Correct in Frequency
Aug 5, 2026Yuze Fan, Yue Cao, Pengjie Gao +7Flow-Matching Vision-Language-Action Frozen Vision-Language Models
DIVE: Dynamic Iterative Visual Evidence Construction for Efficient Vision-Language Models
Aug 5, 2026Chen Zhong, Xiao An, Zijie Wang +3Large Vision Language Models Visual Token Pruning
Beyond Global Routing Aggregation: Phase-Aware Expert Merging for MoE Vision-Language Models
Aug 5, 2026Hongyu Zhang, Cheng Yan, Xiang Xia +1Mixture-of-Experts Models Large Vision Language Models
Multi-Branch Policy Optimization for Multimodal Large Language Models
Aug 5, 2026Shuai Lyu, Yuning Gong, Ruiling Gao +7Multimodal Reasoning Vision-Language
TriCLE: Tri-Modal Vision-Language Reasoning for Edge-Deployed Fine-Grained Clustering
Aug 4, 2026Kishor Datta Gupta, Md. Mahfuzur Rahman, Fahad Rahman +4Aerial Dataset Aerial Imagery
ParVL: Parallel Scaling and Expandable Compute Allocation for Multimodal LLMs
Aug 4, 2026Yang Yang, Qinyu Zhao, Mouxiang Chen +5Large Vision Language Models Vision Transformer
Enhancing VLM Reward Models Through Structure-Aware Fine-Tuning
Aug 4, 2026Pyrros Koussios, Chenhao Li, Xin Chen +1Reinforcement Fine-Tuning Large Vision Language Models
UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space
Aug 4, 2026Amir Mohammad Ezzati, Kiyan Rezaee, Bardiya Kariminia +4Hallucination Detection Hallucination Rate
SlimVLM: Sensitivity-aware Dynamic Structured Pruning with Adaptive Visual Token Selection for Efficient Vision-Language Models
Aug 4, 2026Yaozhi Wen, Jialong Guo, Zhenliang Ni +2Visual Token Pruning Large Vision Language Models
Hi-Token: Hierarchical Coordinate Tokenization for Generative Visual Grounding
Aug 4, 2026Xiuyuan Zhu, Ke Lu, Kun Dong +6Explicit Visual Grounding Visual Tokens
LocAnyMed: Vision-Language Grounding for Multimodal Medical Images
Aug 4, 2026Zihan Wang, Tong Liu, Zhiwei Wang +6Medical Imaging Multimodal Clinical Data
Aligning Large Vision-Language Models at Test Time: A Trajectory-Guided Structured Sampling Approach
Aug 4, 2026Tianbao Jiang, Weicong Ni, Gerard de Melo +1Large Vision Language Models Visual Reasoning
COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping
Aug 4, 2026Rui Yang, Wei Zhou, Dingyong Gou +5Image Cropping Composed Image Retrieval
Language Models Encode the Contextual Truth of Propositions
Aug 4, 2026Rupak Sarkar, Pritika Ramu, Rachel RudingerTruth Falsehood
Probabilistic Reachable-Action Verification of Visuomotor Policies via Set-Based Training
Aug 3, 2026Yanliang Huang, Zhuocheng Zhang, Peng Xie +5Visuomotor Policy Reachability
Grounding Agentic VLMs with Dedicated Segmentation for Fine-Grained Vehicle Damage Assessment
Aug 3, 2026Vishwajeet Shivaji Hogale, Anjali Pai, Nitya RaviLarge Vision Language Models Segmentation Model
MoRAL: Sensor-Grounded BEV Reasoning for Compact VLMs toward Edge-Oriented Autonomous Driving
Aug 3, 2026Ambarish Govindarajulu Kaliamurthi, Kaikai LiuLarge Vision Language Models Autonomous Driving
DF $^3$ : World Modeling via Decoder-Free Feature Forecasting in Autonomous Navigation
Aug 3, 2026Jiaming Chen, Guoan Xu, Aoshen Huang +3World Models Frozen Vision-Language Models
A General-Purpose VLM Can Teach an Astronomy Foundation Model to Better Recognize Galaxy Morphology
Aug 3, 2026Dichang Zhang, Jiaqi Deng, Yixuan Shao +7Morphology Large Vision Language Models
Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models
Aug 3, 2026Jin Cui, Yanbin Hu, Xinyue Long +3Vision-Language-Action Models Visuomotor Control
Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models
Aug 3, 2026Xuanhui Lin, Junhao Dong, Mingrong Gong +3Vision-Language Adversarial Transferability
HAFI-VLM: A Frequency Perspective for Diagnosing and Enhancing Visual Perception in Vision-Language Models
Aug 3, 2026Jin Cui, Chuanchang Su, Jiayi Lu +3Large Vision Language Models Vision-Language
RSVideo: Are Your Vision-Language Models Ready for Remote Sensing Videos?
Aug 3, 2026Hongjie Zhou, Shiqin Wang, Haoyang Chen +5Remote Sensing Large Vision Language Models
TALSC: Timeliness-Aware Large-Small VLM Collaboration for Infrastructure-Assisted Autonomous Driving
Aug 3, 2026Mengmeng Zhu, Yuxuan Sun, Wei Chen +1Autonomous Driving Trajectory-Aware Differential Aggregation
Assessing the Benefits of Combining Advanced Deep Learning Techniques for Post-Disaster Building Damage Assessment from UAV Imagery
Aug 3, 2026Huy Quang Ung, Guillaume Habault, Roberto Legaspi +3Post-Disaster Damage Assessment Structural Damage
SpatioLM: Towards General Physical Spatial Intelligence in Vision-Language Models
Aug 3, 2026Jing Wu, Jianhua Wu, Jiayi Guan +5Large Vision Language Models Spatial Reasoning
Can Urban Blight Be Accessed with Vision-language Models: A Case Study in Detroit
Aug 3, 2026Xiaohao Yang, Aohua Tian, Derek Van Berkel +2Urban Environments Post-Disaster Damage Assessment
FAU at ImageCLEF 2026 Task on Multimodal Reasoning Robust Candidate Scoring and Concise Multilingual Visual Answering
Aug 3, 2026Mohamed Basem, Vincent ChristleinMultimodal Reasoning Vision-Language
FairForensics: Seeing Expressions and Parsing Demographics via Vision-Language Modeling for Generalizable Fair Deepfake Detection
Aug 3, 2026Yaning Zhang, Jiao Wu, Zan Gao +1Explainable Deepfake Detection Face Forgery Detection
Linear Multi-Timescale Retention as a Memory-Efficient Vision-Language Bridge
Aug 3, 2026Ashfak Yeafi, Mehedi Hasan, Md Khairul IslamLarge Vision Language Models Cross-Modal Learning
STAR-VLM: Spatiotemporal Grounding Vision-Language Models for Motion and Velocity Estimation via Automotive Radar Supervision
Aug 2, 2026Pou-Chun Kung, Aryaman Rao, Utkrisht Sahai +4Ava-Vlm Sparse4D-Radar
Recursive Vision Language Models for General Symbolic Reasoning
Aug 2, 2026Omid Nejati Manzari, Guillaume Lajoie, Hassan RivazLarge Reasoning Models Recursion
Evaluating VLMs on Multimodal Aristotelian Persuasion Tasks
Aug 2, 2026Khondoker Ittehadul IslamLarge Vision Language Models Persuasion
VespaSeg: A Resource-Aware Ground-then-Segment Pipeline for Referring Expression Segmentation
Aug 2, 2026Savindu Dilshan WickramasingheVision-Language Model Grounding Large Vision Language Models
Location-Aware Fine-Grained Representation Learning for Medical Vision Foundation Models
Aug 2, 2026Myeongkyun Kang, Yanting Yang, Xiaoxiao LiMedical Vision-Language Models Vision Foundation Models
MonitorVLM-v2: A Deployed Vision-Language Framework for Real-Time Safety Violation Detection
Aug 2, 2026Jiang Wu, Sichao Wu, Yinsong Ma +2Vision-Language Multimodal Reasoning
MIDAL: A Dataset of Math Image Descriptions for Accessible Learning
Aug 1, 2026Rebeka Popek, Vaghawan Ojha, Young Hwan YouVision Datasets Single Images
LUT: Latent Utility Training for Visual Reasoning
Aug 1, 2026Jiaxuan Kang, Siyu Chen, Mingda Li +6Latent Visual Reasoning Visual Reasoning
Auditing Medical Vision-Language Models on Chest Radiographs: Estimating Reference Agreement Across Institutions
Aug 1, 2026Pengyang Yu, Yiou Wang, Zhongping Dong +3Chest Radiography Medical Vision-Language Models
Foveated Probes Recover Localized Binding Information in Vision Foundation Models
Aug 1, 2026Mateusz Michalkiewicz, Mahsa Baktashmotlagh, Guha BalakrishnanFrozen Vision-Language Models Vision Foundation Models
Coverage-Driven Adaptive Keyframe Selection for Video Understanding
Aug 1, 2026Junyang Zhang, Puhan Luo, Chen Tang +2Keyframe Selection Video Understanding
SpatialAfford: Teaching Compact VLMs Where to Look and Where to Ground for Affordance
Aug 1, 2026Yufei Zhang, Chenlu Zhan, Donghui Sun +2Affordances Spatial Reasoning
Cross-Task Dissociation in Frontier Vision-Language Model Theory of Mind
Jul 31, 2026Kejia Zhang, Youran Sun, Chugang Yi +1Theory-Of-Mind Reasoning Large Vision Language Models
WCM: A World Critic Model for Vision-Language-Action Reinforcement Learning
Jul 31, 2026Senyu Fei, Xiaopeng Yu, Siyin Wang +3Vision-Language-Action Models World Models
FibVLA: An Efficient Temporal Vision-Language-Action Model with Fibonacci Sampling
Jul 31, 2026Li Lin, Wujun Xu, Weiwei Meng +3Vision-Language-Action Models Vision Encoders
Sycophancy Undermines Epistemic Vigilance in Cooperative Vision-Language Tasks
Jul 31, 2026Rupak Sarkar, Neha Srikanth, Saloni Gupta +3Epistemic Stance Sycophancy
MoRoute: Dynamic Routing for In-Context Multimodal Video Generation
Jul 31, 2026Chong Gao, Jie Ma, Zhan Peng +5High-Fidelity Video Generation Multimodal Learning
QR-Structured Thermal Triggers for Targeted Semantic Attacks on Infrared Vision-Language Models
Jul 31, 2026Xiang Chen, Yingying Zhao, Chao Li +7Large Vision Language Models Transformation-Based Attacks
SAGP: Semantic Affordance-Guided Grasp Planning via Coarse-Zone VLM Reasoning
Jul 31, 2026Muhayy Ud Din, Irfan HussainGrasp Generation Affordances

Aug 6, 2026 · cs.CVJ/K move · Enter open · S save

TruthLens: Object Hallucination Detection via Self-Evaluating Truthfulness Scores in LVLMs

Yanqi Wu, Runhe Lai, Xinhua Lu, Qichao Chen+4

Despite the remarkable progress of large vision language models (LVLMs), object hallucination remains a fundamental challenge that hinders their trustworthy deployment. A key finding motivates our work: real and hallucinated object tokens are clearly separable in hidden representations, yet this separability is largely lost at the language-modeling (LM) head. We propose TruthLens, a self-evaluation framework that teaches the LM head to expose a per-object truthfulness signal without any auxiliary model or additional inference cost. Concretely, a rarely-used special token is repurposed as a reference token. For each object-token position, we extract the log-probability assigned to this special token by the LM head, and define its difference from a predefined constant as the truthfulness score. The model is then fine-tuned with an MSE objective that drives scores toward 1 for real objects and 0 for hallucinated ones, while a divergence constraint preserves the original generation capability. Despite being trained on only a limited set of object categories, TruthLens generalizes effectively to benchmarks with substantially larger label spaces. Extensive experiments across multiple LVLMs demonstrate state-of-the-art performance; notably, on Qwen2.5-VL-7B, TruthLens outperforms the previous best method on MS-COCO by over 17% in AUROC. Our code is available at https://github.com/wyqstan/TruthLens.

Large Vision Language Models Hallucination Detection Hallucinations Truth Lens Hidden States

Open paper Ask about it PDF