v1v2v3 (latest)

Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering

2 December 2016

Devi Parikh

Papers citing "Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering"

50 / 2,276 papers shown

Title
HW-MLVQA: Elucidating Multilingual Handwritten Document Understanding with a Comprehensive VQA Benchmark Aniket Pal Ajoy Mondal Minesh Mathew C. V. Jawahar VLM 88 0 0 21 Jul 2025
Multimodal AI for Gastrointestinal Diagnostics: Tackling VQA in MEDVQA-GI 2025 Sujata Gaihre Amir Thapa Magar Prasuna Pokharel Laxmi Tiwari LM&MA 96 0 0 19 Jul 2025
Teaching Vision-Language Models to Ask: Resolving Ambiguity in Visual QuestionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Pu Jian Donglei Yu Wen Yang Shuo Ren Jiajun Zhang 157 6 0 18 Jul 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention Shangpin Peng Senqiao Yang Li Jiang Zhuotao Tian MLLM 239 5 0 16 Jul 2025
Describe Anything Model for Visual Question Answering on Text-rich Images Yen-Linh Vu Dinh-Thang Duong Truong-Binh Duong Anh-Khoi Nguyen Thanh-Huy Nguyen ... Jianhua Xing Xingjian Li Tianyang Wang Ulas Bagci Min Xu VLM 257 2 0 16 Jul 2025
Cross-modal Associations in Vision and Language Models: Revisiting the Bouba-Kiki Effect Tom Kouwenhoven Kiana Shahrasbi Tessa Verhoef VLM 171 0 0 14 Jul 2025
MultiVox: A Benchmark for Evaluating Voice Assistants for Multimodal Interactions Ramaneswaran Selvakumar Ashish Seth Nishit Anand Utkarsh Tyagi Sonal Kumar Sreyan Ghosh Dinesh Manocha AuLLM 150 0 0 14 Jul 2025
MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models Qiyan Zhao Xiaofeng Zhang Yiheng Li Yun Xing Xiaosong Yuan Feilong Tang Sinan Fan Xuhang Chen Xuyao Zhang Dahan Wang 211 3 0 12 Jul 2025
Advancing Multimodal LLMs by Large-Scale 3D Visual Instruction Dataset Generation Liu He Xiao Zeng Yizhi Song Albert Y. C. Chen Lu Xia Shashwat Verma Sankalp Dayal Min Sun Cheng-Hao Kuo Daniel G. Aliaga VGen 226 0 0 11 Jul 2025
Beyond the Linear Separability Ceiling: Aligning Representations in VLMs Enrico Vompa Tanel Tammet Mohit Vaishnav VLM LRM 193 0 0 10 Jul 2025
SlimCaching: Edge Caching of Mixture-of-Experts for Distributed Inference Qian Chen Xianhao Chen Kaibin Huang MoE 213 2 0 09 Jul 2025
LIRA: Inferring Segmentation in Large Multi-modal Models with Local Interleaved Region Assistance Zhang Li Biao Yang Qiang Liu Shuo Zhang Zhiyin Ma Liang Yin Linger Deng Yabo Sun Yuliang Liu Xiang Bai 452 0 0 08 Jul 2025
HumanVideo-MME: Benchmarking MLLMs for Human-Centric Video Understanding Rui Yu J. Zhang Zhenye Gan Qingdong He Xiaobin Hu ... Chengjie Wang Zhucun Xue Chaoyou Fu Xinwei He Xiang Bai VLM 113 0 0 07 Jul 2025
AuroraLong: Bringing RNNs Back to Efficient Open-Ended Video Understanding Weili Xu Enxin Song Wenhao Chai Xuexiang Wen Tian-Chun Ye Gaoang Wang 308 5 0 03 Jul 2025
Rethinking Visual Token Reduction in LVLMs under Cross-modal Misalignment Rui Xu Yunke Wang Yong Luo Bo Du VLM 186 1 0 27 Jun 2025
FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering Liangyu Zhong Fabio Rosenthal Joachim Sicking Fabian Hüger Thorsten Bagdonat Hanno Gottschalk Leo Schwinn LRM 141 2 0 26 Jun 2025
CronusVLA: Towards Efficient and Robust Manipulation via Multi-Frame Vision-Language-Action Modeling Hao Li Shuai Yang Yilun Chen Xinyi Chen Xiaoda Yang ... Hanqing Wang Tai Wang Dahua Lin Feng Zhao Jiangmiao Pang 170 6 0 24 Jun 2025
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation Teng Li Quanfeng Lu Lirui Zhao Hao Li X. Zhu Yu Qiao Jun Zhang Wenqi Shao 220 4 0 20 Jun 2025
LaVi: Efficient Large Vision-Language Models via Internal Feature Modulation Tongtian Yue Longteng Guo Yepeng Tang Zijia Zhao Xinxin Zhu Hua Huang Jing Liu MLLM VLM 158 2 0 20 Jun 2025
SIRI-Bench: Challenging VLMs' Spatial Intelligence through Complex Reasoning Tasks Zijian Song Xiaoxin Lin Qiuming Huang Guangrun Wang Liang Lin LRM 348 5 0 17 Jun 2025
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Kai Lan Jiayong Zhu Jiangtong Li Dawei Cheng Guang-Sheng Chen Changjun Jiang LRM 151 2 0 16 Jun 2025
Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model Shaolei Zhang Shoutao Guo Qingkai Fang Yan Zhou Yang Feng MLLM AuLLM VLM 244 8 0 16 Jun 2025
Dynamic Context-oriented Decomposition for Task-aware Low-rank Adaptation with Less Forgetting and Faster Convergence Jianlong Wu Sihao Liu Chuan Rao Bang An Tiancheng Shen Juil Sock Ming-Hsuan Yang Bernard Ghanem 216 4 0 16 Jun 2025
PRISM2: Unlocking Multi-Modal General Pathology AI with Clinical Dialogue Eugene Vorontsov Eugene Vorontsov Adam Casson Julian Viret Eric Zimmermann ... Razik Yousfi Nicolò Fusi Thomas J. Fuchs Kristen Severson Siqi Liu MedIm LM&MA 173 5 0 16 Jun 2025
LARGO: Low-Rank Regulated Gradient Projection for Robust Parameter Efficient Fine-Tuning Haotian Zhang Liu Liu Baosheng Yu Jiayan Qiu Yanwei Ren Xianglong Liu 186 0 0 14 Jun 2025
Manager: Aggregating Insights from Unimodal Experts in Two-Tower VLMs and MLLMs Xiao Xu L. Qin Wanxiang Che Min-Yen Kan MoE VLM 308 0 0 13 Jun 2025
Pisces: An Auto-regressive Foundation Model for Image Understanding and Generation Zhiyang Xu Jiuhai Chen Zhaojiang Lin Xichen Pan Lifu Huang ... Di Jin Michihiro Yasunaga Lili Yu Xi Lin Shaoliang Nie 330 4 0 12 Jun 2025
Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs Qizhe Zhang Mengzhen Liu Lichen Li Ming Lu Yuan Zhang Junwen Pan Qi She Shanghang Zhang VLM 376 17 0 12 Jun 2025
TOGA: Temporally Grounded Open-Ended Video QA with Weak Supervision Ayush Gupta A. Roy Rama Chellappa Nathaniel D. Bastian Alvaro Velasquez Susmit Jha 165 0 0 11 Jun 2025
Outside Knowledge Conversational Video (OKCV) Dataset -- Dialoguing over Videos Benjamin Z. Reichman Constantin Patsch Jack Truxal Atishay Jain Larry Heck 197 0 0 11 Jun 2025
A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs Benno Krojer Mojtaba Komeili Candace Ross Q. Garrido Koustuv Sinha Nicolas Ballas Mahmoud Assran 281 4 0 11 Jun 2025
Same Task, Different Circuits: Disentangling Modality-Specific Mechanisms in VLMs Yaniv Nikankin Dana Arad Yossi Gandelsman Yonatan Belinkov 288 5 0 10 Jun 2025
Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better Dianyi Wang Wei Song Yikun Wang Siyuan Wang Kaicheng Yu Zhongyu Wei Jiaqi Wang 186 3 0 10 Jun 2025
AVA-Bench: Atomic Visual Ability Benchmark for Vision Foundation Models Zheda Mai A. Chowdhury Zihe Wang Sooyoung Jeon Jingyan Bai Jiacheng Hou Jihyung Kil Wei-Lun Chao CoGe 223 4 0 10 Jun 2025
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models Pranav Guruprasad Yangyue Wang Sudipta Chowdhury Jaewoo Song Harshvardhan Sikka 228 0 0 10 Jun 2025
Evaluating Visual Mathematics in Multimodal LLMs: A Multilingual Benchmark Based on the Kangaroo Tests Arnau Igualde Sáez Lamyae Rhomrasi Yusef Ahsini Ricardo Vinuesa S. Hoyas Jose P. García Sabater Marius J. Fullana i Alfonso J. Alberto Conejero LRM 177 0 0 09 Jun 2025
Synthetic Visual GenomeComputer Vision and Pattern Recognition (CVPR), 2025 J. S. Park Zixian Ma Linjie Li Chenhao Zheng Cheng-Yu Hsieh ... Quan Kong Norimasa Kobori Ali Farhadi Yejin Choi Ranjay Krishna 200 0 0 09 Jun 2025
A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks Vishaal Udandarao Mehdi Cherti Shyamgopal Karthik J. Jitsev Samuel Albanie Matthias Bethge CoGe 184 1 0 09 Jun 2025
A Neurosymbolic Agent System for Compositional Visual Reasoning Yichang Xu Gaowen Liu Ramana Rao Kompella Sihao Hu Tiansheng Huang Fatih Ilhan Selim Furkan Tekin Zachary Yahn LRM VLM 217 0 0 09 Jun 2025
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning Tianyi Bai Yuxuan Fan Jiantao Qiu Fupeng Sun Jiayi Song Junlin Han Zichen Liu Conghui He Wentao Zhang Binhang Yuan MLLM VLM 248 2 0 08 Jun 2025
MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks Sanjoy Chowdhury Mohamed Elmoghany Yohan Abeysinghe Mahmoud Ahmed Sayan Nag Salman Khan Mohamed Elhoseiny Dinesh Manocha 345 5 0 08 Jun 2025
FREE: Fast and Robust Vision Language Models with Early ExitsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Divya J. Bajpai M. Hanawal VLM 141 2 0 07 Jun 2025
Visual Graph Arena: Evaluating Visual Conceptualization of Vision and Multimodal Large Language Models Z. Babaiee Peyman M. Kiasari Daniela Rus Radu Grosu 150 1 0 06 Jun 2025
Token Transforming: A Unified and Training-Free Token Compression Framework for Vision Transformer Acceleration Fanhu Zeng Deli Yu Zhenglun Kong Hao Tang ViT 162 6 0 06 Jun 2025
CoMemo: LVLMs Need Image Context with Image Memory Shi-Qi Liu Weijie Su Xizhou Zhu Wenhai Wang Jifeng Dai VLM 177 0 0 06 Jun 2025
TextVidBench: A Benchmark for Long Video Scene Text Understanding Yangyang Zhong Ji Qi Yuan Yao Pengxin Luo Yunfeng Yan Donglian Qi Zhiyuan Liu Tat-Seng Chua 264 0 0 05 Jun 2025
SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs Jiahui Wang Z. Liu Yongming Rao Jiwen Lu VLM LRM 445 3 0 05 Jun 2025
CIVET: Systematic Evaluation of Understanding in VLMs Massimo Rizzoli Simone Alghisi Olha Khomyn Gabriel Roccabruna Seyed Mahed Mousavi Giuseppe Riccardi 352 1 0 05 Jun 2025
Coordinated Robustness Evaluation Framework for Vision-Language Models Ashwin Ramesh Babu Sajad Mousavi Vineet Gundecha Sahand Ghorbanpour Avisek Naug Antonio Guillen Ricardo Luna Gutierrez Soumyendu Sarkar AAML 175 0 0 05 Jun 2025
Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization Jiulong Wu Zhengliang Shi Shuaiqiang Wang J. Huang Dawei Yin Lingyong Yan Min Cao Min Zhang MLLM 293 1 0 04 Jun 2025