Knowledge-Based Visual Question Answering

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  1. Automated Compliance Mapping in Cloud Security with Domain-Adapted Sentence Transformers

    Jul 7, 2026John Bianchi, Luca Petrillo, Fabio Martinelli +1Domain-Adaptation BenchmarkLarge Language Model Safety

  2. CompressedVQA-AEV: Full-Reference and No-Reference Quality Assessment Models for Asymmetric Encoded Videos

    Jul 6, 2026Wei Sun, Xingwei Liu, Dandan Zhu +3Video QualityVideo Coding

  3. IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation

    Jul 5, 2026Hao Wei, Wenjin Qi, Dasen Dai +2Knowledge-Based Visual Question AnsweringLarge Vision Language Models

  4. Q-TriM: Question-Guided Tri-Modal Attention for Audio-Visual Question Answering

    Jul 4, 2026SungHun Kim, SeungJun BaekAudio-Visual ReasoningCross-Modal Attention

  5. Identifying and Resolving Pitfalls of Knowledge-Based VQA Benchmarks: Auditing, Repairing, and Augmenting

    Jun 30, 2026Qian Ma, S M Rayeed, Charles V. Stewart +2Knowledge-Based Visual Question Answering BenchmarksKnowledge-Based Visual Question Answering

  6. ScAle: Attention Head Scaling as a Minimal Adapter for Spatial Reasoning in Vision Language Models

    Jun 28, 2026Rahul Chowdhury, Timothy A Rupprecht, Xuan Shen +2Large Vision Language ModelsNeural Scaling Laws

  7. Multimodal Graph RAG for Long-range Visually Rich Document Understanding

    Jun 27, 2026Yi-Cheng Wang, Chu-Song ChenVisual Document RetrievalMulti-Source Retrieval-Augmented Generation

  8. HumanMoveVQA: Can Video MLLMs reason about human movement in videos?

    Jun 26, 2026Pulkit Gera, Faegheh Sardari, Asmar Nadeem +4Fine-Grained Video UnderstandingHuman Motion Generation

  9. ProMSA:Progressive Multimodal Search Agents for Knowledge-Based Visual Question Answering

    Jun 26, 2026ZhengXian Wu, Hangrui Xu, Kai Shi +8Knowledge-Based Visual Question AnsweringMultimodal Search Agents

  10. MemoBench: Benchmarking World Modeling in Dynamically Changing Environments

    Jun 25, 2026Haoyu Chen, Kaichen Zhou, Hang Hua +11TextvqaWorld Models

  11. CORTEX: A Structured Reasoning Benchmark for Trustworthy 3D Chest CT MLLMs

    Jun 25, 2026Hashmat Shadab Malik, Anees Ur Rehman Hashmi, Numan Saeed +3Radiology Report GenerationClinical Reasoning

  12. FlameVQA: A Physically-Grounded UAV Wildfire VQA Benchmark with Radiometric Thermal Supervision

    Jun 25, 2026Mobin Habibpour, John Spodnik, Niloufar Alipour Talemi +1Wildfire DetectionTextvqa

  13. SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery

    Jun 24, 2026Filippos Bellos, Andre S. Gala-Garza, Miaowei Wang +8Surgical VideosGradient Surgery

  14. Invoice Haystack: Benchmarking Document Retrieval and Visual Question Answering Under Strong Visual Homogeneity

    Jun 24, 2026Heethanjan Kanagalingam, Thenukan Pathmanathan, Mokeeshan Vathanakumar +3Visual Document RetrievalKnowledge-Based Visual Question Answering

  15. Multilingual Hematology Visual Question Answering Dataset

    Jun 24, 2026Hajra Malik, Hafiza Tooba Aftab, Abdul Rehman +2Acute Myeloid LeukemiaKnowledge-Based Visual Question Answering

  16. EG-VQA: Benchmarking Verifiable Video Question Answering with Grounded Temporal Evidence

    Jun 23, 2026Linpeng Huang, Weixing Chen, Zexin Chen +2Video Question AnsweringTextvqa

  17. A Benchmark for Hallucination Detection in VLMs for Gastrointestinal Endoscopy

    Jun 23, 2026Aminu Lawal, Niyoj Oli, Sachin Acharya +3Robust Hallucination DetectionHallucination Detection

  18. Ground Then Rank: Revisiting Knowledge-Based VQA with Training-Free Entity Identification

    Jun 22, 2026Qian Ma, Qiong Wu, Zhengyi Zhou +1Knowledge-Based Visual Question AnsweringReranking

  19. LightSTAR: Efficient Visual Document Retrieval via Lightweight Selection with Vision-Adaptive Refinement

    Jun 22, 2026Tongkun Guan, Haocheng Wang, Wei Shen +1Visual Document RetrievalMultimodal Retrieval

  20. GLARE: A Natural Language Interface for Querying Global Explanations

    Jun 18, 2026Bhavan Vasu, Rajesh MangannavarKnowledge-Based Visual Question Answering

  21. SAFE-Cascade: Cost-Adaptive Vision-Language Routing for Chart Question Answering

    Jun 17, 2026Ayush Dwivedi, Qixin Wang, Ashvi Soni +5Knowledge-Based Visual Question AnsweringChart

  22. 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

  23. REKEY: Metadata-Grounded Visual-Key Regeneration for Contamination-Resilient VQA Evaluation

    Jun 17, 2026Tengjie Lin, Yutao Sun, Jingwei Ni +7Knowledge-Based Visual Question Answering Benchmarks

  24. ERQA-Plus: A Diagnostic Benchmark for Reasoning in Embodied AI

    Jun 16, 2026Hong Yang, Basura FernandoKnowledge-Based Visual Question Answering BenchmarksIntelligence

  25. Enhancing Pathological VLMs with Cross-scale Reasoning

    Jun 16, 2026Chi Phan, Tianyi Zhang, Qiaochu Xue +5Knowledge-Based Visual Question AnsweringTissue Architecture

  26. Lost at the End: Primacy Bias in Multimodal Retrieval-Augmented Question Answering

    Jun 15, 2026Jieyuan Liu, Jianyang Gu, Shijie Chen +2Knowledge-Based Visual Question AnsweringMultimodal Learning

  27. VinQA: Visual Elements Interleaved Long-form Answer Generation for Real-World Multimodal Document QA

    Jun 15, 2026Young Rok Jang, Hyesoo Kong, Kyunghwan An +3Knowledge-Based Visual Question AnsweringMultimodal Learning

  28. Object Tokens as a Bridge Between Segmentation and Visual Question Answering in Robotic Surgery

    Jun 14, 2026Yiping Li, Ronald de Jong, Romy van Jaarsveld +5Knowledge-Based Visual Question AnsweringSurgical Videos

  29. OmniTraffic: A Controllable Generation Pipeline and Benchmark for Spatio-Temporal Traffic Reasoning

    Jun 14, 2026Maonan Wang, Zhengyan Huang, Kemou Jiang +13TrafficTraffic Sign Recognition

  30. SalArt-VQA: Diagnosing Whether VLMs Understand Salient Artifacts in Generated Images

    Jun 10, 2026Xiaoxiao Sun, Ruotian Zhang, Junzhe Huang +2Ai-Generated Image DetectionTextvqa

  31. MSUE: Multi-Modal Soccer Understanding Expert

    Jun 10, 2026Litao Li, Yibo Yu, Yufeng Hu +4Knowledge-Based Visual Question Answering BenchmarksKnowledge-Based Visual Question Answering

  32. ScoutVLA: UAV-Centric Active Perception via a Dual-Expert VLA Model for Open-World Embodied Question Answering

    Jun 9, 2026Wenhao Lu, Zhengqiu Zhu, Xiaofeng Wang +7Aerial Vision-Language NavigationKnowledge-Based Visual Question Answering Benchmarks

  33. VISTA: Vision-Grounded and Physics-Validated Adaptation of UMI data for VLA Training

    Jun 3, 2026Siyuan Yang, Linzheng Guo, Ouyang Lu +10Vision-Language-Action ModelsRobotic Datasets

  34. GridVQA-X: A Framework for Evaluating Multimodal Explainability Methods

    Jun 2, 2026Sujay Belsare, Sudarshan Nikhil, Sushant Kumar +2ExplainabilityMultimodal Learning

  35. SD-GRPO: Verifiable Segment Decomposition for Long-Form Vision-Language Generation

    Jun 2, 2026Hyunwoong Kim, Seongeun Lee, Hannah Yun +2Large Vision Language ModelsGroup Relative Policy Optimization

  36. Distilling Answer-Set Programming Rules from LLMs for Neurosymbolic Visual Question Answering

    Jun 2, 2026Thomas Eiter, Nelson Higuera Ruiz, Johannes OetschKnowledge-Based Visual Question AnsweringNeuro-Symbolic Framework

  37. PIXELRAG: Web Screenshots Beat Text for Retrieval-Augmented Generation

    Jun 1, 2026Yichuan Wang, Zhifei Li, Zirui Wang +5Visual Document RetrievalKnowledge-Based Visual Question Answering

  38. MASER: Modality-Adaptive Specialist Routing for Embodied 3D Spatial Intelligence

    Jun 1, 2026Hilton Raj, Vishnuram AV3D Spatial ReasoningTextvqa

  39. Disentanglement-Based Equivariant Learning for Compositional VQA

    Jun 1, 2026Zhou Du, Zhaoquan Yuan, Xiao Wu +1Knowledge-Based Visual Question Answering

  40. SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory

    May 30, 2026Samiul Alam, Shakhrul Iman Siam, Michael J. Proulx +4Visual MemoryTextvqa

  41. MM-Snowball: Evaluating and Mitigating Hallucination Snowballing in Multimodal Multi-Turn Dialogue

    May 30, 2026Yue Jiang, Xue Jiang, Lihua Zhang +6Large Language Model HallucinationMulti-Turn Conversations

  42. Detect Before You Leap: Mirage Detection in Vision-Language Models

    May 29, 2026Md. Shaown Miah, S. M. Taiabul Haque, Syed Ishtiaque Ahmed +1Knowledge-Based Visual Question AnsweringFew-Shot Contrastive Language-Image Pre-Training Adaptation

  43. Inference-Free Multimodal Learned Sparse Retrieval for Production-Scale Visual Document Search

    May 29, 2026Gyu-Hwung Cho, Youngjune Lee, Kiyoon Jeong +5Visual Document RetrievalMultimodal Retrieval

  44. MechVQA: Benchmarking and Enhancing Multimodal LLMs on Comprehensive Mechanical Drawing Understanding

    May 29, 2026Qian Kou, Xiaofeng Shi, Yulin Li +4TextvqaVisual Reasoning

  45. Seeing Before Agreeing: Aligning Multi-Agent Consensus with Visual Evidence

    May 29, 2026Yuhan Wang, Shuochen Chang, Yalin Feng +8Knowledge-Based Visual Question AnsweringMultimodal Agents

  46. Brain-IT-VQA: From Brain Signals to Answers

    May 28, 2026Roman Beliy, Matias Cosarinsky, Oliver Heinimann +2Brain Magnetic Resonance ImagingTextvqa

  47. Semantic and Visual Evidence for Efficient Long-Video Reasoning: A Solution for the HD-EPIC VQA Challenge

    May 28, 2026Yinsong Xu, Wei Jing, Liuxin Zhang +2Video UnderstandingKnowledge-Based Visual Question Answering

  48. Personal Visual Memory from Explicit and Implicit Evidence

    May 27, 2026Viet Nguyen, Thao Nguyen, Vishal M. Patel +1Visual MemoryLong-Term Memory

  49. Extending Embodied Question Answering from Perception to Decision

    May 25, 2026Xicheng Gong, Qiwei Li, Peiran Xu +1EmbodiedKnowledge-Based Visual Question Answering Benchmarks

  50. Rethinking VLM Representation for VLA Initialization

    May 25, 2026Weifeng Lin, Siyuan Huang, Hao Li +5Vision-Language-Action ModelsVision-Language

  51. Towards Reliable Fetal Ultrasound Interpretation with Multi-Agent Collaboration

    May 25, 2026Xiaotian Hu, Mingxuan Liu, Junwei Huang +13Prenatal UltrasoundUltrasound

  52. EgoAdapt: A Multi-Scene Egocentric Adaptation Method for CVPR 2026 HD-EPIC VQA Challenge

    May 23, 2026Zhiwei Chen, Yupeng Hu, Zixu Li +4TextvqaVision-Language Model Adaptation

  53. EchoVQA: Enabling Conversational Assistance for Point-of-Care Cardiac Ultrasound

    May 22, 2026Filippos Bellos, Yutong Li, Jessie N Dong +6EchocardiographyCongenital Heart Disease

  54. RoboSurg-VQA: A Multimodal Benchmark for Surgical Segmentation-Aware Visual Question Answering

    May 21, 2026Chengyi Zhang, Zi Ye, Ziyang WangKnowledge-Based Visual Question AnsweringTextvqa

  55. HyLoVQA: Dynamic Hypernetwork-Generated Low-Rank Adaptation for Continual Visual Question Answering

    May 21, 2026Yiran Wang, Chenyi Xiong, Ziyue Qin +3Vision-Language Model AdaptationKnowledge-Based Visual Question Answering

  56. WikiVQABench: A Knowledge-Grounded Visual Question Answering Benchmark from Wikipedia and Wikidata

    May 20, 2026Basel Shbita, Pengyuan Li, Anna Lisa GentileKnowledge-Based Visual Question Answering BenchmarksLarge Vision Language Models

  57. VersusQ: Pairwise Margin Reasoning for Generalizable Video Quality Assessment

    May 20, 2026Shibei Meng, Binxin Yang, Yuan Liu +4Video QualityPerceptual Quality

  58. Rethinking Visual Attribution for Chest X-ray Reasoning in Large Vision Language Models

    May 19, 2026Guangzhi Xiong, Qiao Jin, Sanchit Sinha +2Medical Vision-Language ModelsChest X-Ray

  59. DynaTok: Temporally Adaptive and Positional Bias-Aware Token Compression for Video-LLMs

    May 19, 2026Minyoung Park, Taehun Kong, Sangjun AhnToken CompressionTextvqa

  60. MetaRA: Metamorphic Robustness Assessment for Multimodal Large Language Model-based Visual Question Answering Systems

    May 19, 2026Quanxing Xu, Yuhao Tian, Ling Zhou +4Knowledge-Based Visual Question AnsweringMultimodal Artificial Intelligence