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 / 2,271 papers shown

Title
Beyond Greedy Exits: Improved Early Exit Decisions for Risk Control and Reliability Divya J. Bajpai M. Hanawal 68 0 0 28 Sep 2025
AttAnchor: Guiding Cross-Modal Token Alignment in VLMs with Attention Anchors Junyang Zhang Tianyi Zhu Thierry Tambe 48 0 0 27 Sep 2025
Multi-modal Data Spectrum: Multi-modal Datasets are Multi-dimensional Divyam Madaan Varshan Muhunthan Kyunghyun Cho S. Chopra 101 1 0 27 Sep 2025
Uncovering Intrinsic Capabilities: A Paradigm for Data Curation in Vision-Language Models Junjie Li Ziao Wang Jianghong Ma Xiaofeng Zhang 100 0 0 27 Sep 2025
Self-Consistency as a Free Lunch: Reducing Hallucinations in Vision-Language Models via Self-Reflection Mingfei Han Haihong Hao Jinxing Zhou Zhihui Li Yuhui Zheng XueQing Deng Linjie Yang Xiaojun Chang HILM VLM 108 0 0 27 Sep 2025
REMA: A Unified Reasoning Manifold Framework for Interpreting Large Language Model Bo Li Guanzhi Deng Ronghao Chen Junrong Yue Shuo Zhang Qinghua Zhao Linqi Song Lijie Wen LRM 85 0 0 26 Sep 2025
Chimera: Diagnosing Shortcut Learning in Visual-Language Understanding Ziheng Chi Yifan Hou Chenxi Pang Shaobo Cui Mubashara Akhtar Mrinmaya Sachan 107 0 0 26 Sep 2025
Instruction-tuned Self-Questioning Framework for Multimodal Reasoning You-Won Jang Y. Heo J. Kim Minsu Lee Du-Seong Chang Byoung-Tak Zhang LRM 56 0 0 25 Sep 2025
DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning Tianrun Xu Haoda Jing Y. Li Yuquan Wei Jun Feng Guanyu Chen Haichuan Gao Tianren Zhang Feng Chen OffRL 71 0 0 25 Sep 2025
SCRA-VQA: Summarized Caption-Rerank for Augmented Large Language Models in Visual Question Answering Yan Zhang Jiaqing Lin Miao Zhang Kui Xiao Xiaoju Hou Yue Zhao Ruoyao Xiao 94 0 0 25 Sep 2025
Integrating Object Interaction Self-Attention and GAN-Based Debiasing for Visual Question Answering Zhifei Li Feng Qiu Yiran Wang Yujing Xia Kui Xiao Miao Zhang Yan Zhang 124 0 0 25 Sep 2025
ColorBlindnessEval: Can Vision-Language Models Pass Color Blindness Tests? Zijian Ling Han Zhang Yazhuo Zhou Jiahao Cui VLM 66 2 0 23 Sep 2025
Training-Free Label Space Alignment for Universal Domain Adaptation Dujin Lee Sojung An Jungmyung Wi Kuniaki Saito Donghyun Kim VLM 160 0 0 22 Sep 2025
SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Models Pingyi Chen Yujing Lou Shen Cao Jinhui Guo Lubin Fan Yue-bo Wu Lin Yang Lizhuang Ma Jieping Ye 96 3 0 22 Sep 2025
Decoupled Proxy Alignment: Mitigating Language Prior Conflict for Multimodal Alignment in MLLM Chenkun Tan Pengyu Wang Shaojun Zhou Botian Jiang Zhaowei Li Dong Zhang Xinghao Wang Yaqian Zhou Xipeng Qiu 108 0 0 18 Sep 2025
MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook Peng Xu Shengwu Xiong Jiajun Zhang Yaxiong Chen Bowen Zhou ... Yang Yang Yanglin Deng Yashu Kang Ye Yuan Y. Wen LRM 103 1 0 17 Sep 2025
Towards Rationale-Answer Alignment of LVLMs via Self-Rationale Calibration Yuanchen Wu Ke Yan Shouhong Ding Ziyin Zhou Xiaoqiang Li LRM 88 0 0 17 Sep 2025
Pre-Manipulation Alignment Prediction with Parallel Deep State-Space and Transformer Models Motonari Kambara Komei Sugiura 104 0 0 17 Sep 2025
SAIL-VL2 Technical Report Weijie Yin Yongjie Ye Fangxun Shu Yue Liao Zijian Kang ... Han Wang Wenzhuo Liu Xiao Liang Shuicheng Yan Chao Feng LRM VLM 252 3 0 17 Sep 2025
A Framework for Generating Artificial Datasets to Validate Absolute and Relative Position Concepts George Correa de Araujo H. Maia Hélio Pedrini 88 0 0 17 Sep 2025
HERO: Rethinking Visual Token Early Dropping in High-Resolution Large Vision-Language Models Xu Li Yuxuan Liang Xiaolei Chen Yi Zheng Haotian Chen Bin Li Xiangyang Xue VLM 165 0 0 16 Sep 2025
Enhancing Video Large Language Models with Structured Multi-Video Collaborative Reasoning Zhihao He Tianyao He Yun Xu Yun Xu Huabin Liu Chaofan Gan Gui Zou W. Lin 124 1 0 16 Sep 2025
Sparse Training Scheme for Multimodal LLM Kean Shi Liang Chen Haozhe Zhao Baobao Chang 80 0 0 16 Sep 2025
Do Natural Language Descriptions of Model Activations Convey Privileged Information? Millicent Li Alberto Mario Ceballos Arroyo Giordano Rogers Naomi Saphra Byron C. Wallace 140 2 0 16 Sep 2025
Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models Yan Chen Long Li Teng Xi Long Zeng Jingdong Wang OffRL ReLM LRM VLM 160 6 0 16 Sep 2025
FineQuest: Adaptive Knowledge-Assisted Sports Video Understanding via Agent-of-Thoughts Reasoning Haodong Chen Haojian Huang XinXiang Yin Dian Shao LRM 127 2 0 15 Sep 2025
Igniting VLMs toward the Embodied Space Andy Zhai B. Liu Bruno Fang Chalse Cai Ellie Ma ... Shalfun Li Starrick Liu S. Chen Vincent Chen Zach Xu LM&Ro VLM 147 7 0 15 Sep 2025
Seeing is Not Understanding: A Benchmark on Perception-Cognition Disparities in Large Language Models Haokun Li Yazhou Zhang Jizhi Ding Qiuchi Li Peng Zhang 83 0 0 14 Sep 2025
InPhyRe Discovers: Large Multimodal Models Struggle in Inductive Physical Reasoning Gautam Sreekumar Vishnu Boddeti ReLM LRM 101 0 0 12 Sep 2025
Towards Understanding Visual Grounding in Visual Language Models Georgios Pantazopoulos Eda B. Özyiğit ObjD 264 2 0 12 Sep 2025
Test-Time Warmup for Multimodal Large Language Models Nikita Rajaneesh Thomas P. Zollo R. Zemel MLLM VLM LRM 155 0 0 12 Sep 2025
Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization Zhengzhao Lai Youbin Zheng Zhenyang Cai Haonan Lyu Jinpu Yang Hongqing Liang Yan Hu Benyou Wang 80 0 0 11 Sep 2025
BcQLM: Efficient Vision-Language Understanding with Distilled Q-Gated Cross-Modal Fusion Sike Xiang Shuang Chen Amir Atapour-Abarghouei MLLM 98 0 0 10 Sep 2025
Towards Meta-Cognitive Knowledge Editing for Multimodal LLMs Zhaoyu Fan Kaihang Pan Mingze Zhou Bosheng Qin Juncheng Billy Li Shengyu Zhang Wenqiao Zhang Siliang Tang Fei Wu Yueting Zhuang KELM 108 0 0 06 Sep 2025
WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning Gagan Mundada Yash Vishe Amit Namburi Xin Xu Zachary Novack Julian McAuley Junda Wu LRM 76 2 0 05 Sep 2025
Prior Distribution and Model Confidence Maksim Kazanskii Artem Kasianov UQCV 199 0 0 05 Sep 2025
OneCAT: Decoder-Only Auto-Regressive Model for Unified Understanding and Generation Han Li Xinyu Peng Y. Wang Zelin Peng Xin Chen Rongxiang Weng Jingang Wang Xunliang Cai Wenrui Dai Hongkai Xiong MLLM OffRL 278 10 0 03 Sep 2025
Understanding Space Is Rocket Science -- Only Top Reasoning Models Can Solve Spatial Understanding Tasks Nils Hoehing Mayug Maniparambil Ellen Rushe Noel E. O'Connor Anthony Ventresque LRM 129 0 0 02 Sep 2025
GradES: Significantly Faster Training in Transformers with Gradient-Based Early Stopping Qifu Wen Xi Zeng Zihan Zhou Shuaijun Liu M. Hosseinzadeh Ningxin Su Reza Rawassizadeh 223 0 0 01 Sep 2025
Improving Alignment in LVLMs with Debiased Self-Judgment Sihan Yang Chenhang Cui Zihao Zhao Yiyang Zhou Weilong Yan Ying Wei Huaxiu Yao 185 0 0 28 Aug 2025
Bangla-Bayanno: A 52K-Pair Bengali Visual Question Answering Dataset with LLM-Assisted Translation Refinement Mohammed Rakibul Hasan Rafi Majid Ahanaf Tahmid MLLM 39 0 0 27 Aug 2025
How Multimodal LLMs Solve Image Tasks: A Lens on Visual Grounding, Task Reasoning, and Answer Decoding Zhuoran Yu Yong Jae Lee LRM 72 2 0 27 Aug 2025
Tailored Teaching with Balanced Difficulty: Elevating Reasoning in Multimodal Chain-of-Thought via Prompt Curriculum Xinglong Yang Quan Feng Zhongying Pan Xiang Chen Yu Tian Wentong Li Shuofei Qiao Yuxia Geng Xingyu Zhao Sheng-Jun Huang LRM 64 0 0 26 Aug 2025
MMTok: Multimodal Coverage Maximization for Efficient Inference of VLMs Sixun Dong Juhua Hu Mian Zhang Ming Yin Yanjie Fu Qi Qian 68 4 0 25 Aug 2025
SEAM: Semantically Equivalent Across Modalities Benchmark for Vision-Language Models Zhenwei Tang Difan Jiao Blair Yang Ashton Anderson VLM CoGe 118 1 0 25 Aug 2025
VISA: Group-wise Visual Token Selection and Aggregation via Graph Summarization for Efficient MLLMs Inference Pengfei Jiang Hanjun Li Linglan Zhao Fei Chao Ke Yan Shouhong Ding Rongrong Ji 92 2 0 25 Aug 2025
From Global to Local: Social Bias Transfer in CLIP Ryan Ramos Yusuke Hirota Yuta Nakashima Noa Garcia 84 0 0 25 Aug 2025
Explain Before You Answer: A Survey on Compositional Visual Reasoning Fucai Ke Joy Hsu Zhixi Cai Zixian Ma Xin Zheng ... P. D. Haghighi Gholamreza Haffari Ranjay Krishna Jiajun Wu H. Rezatofighi ReLM CoGe LRM 296 6 0 24 Aug 2025
PlantVillageVQA: A Visual Question Answering Dataset for Benchmarking Vision-Language Models in Plant Science Syed Nazmus Sakib Nafiul Haque Mohammad Zabed Hossain Shifat E. Arman 104 0 0 23 Aug 2025
Can VLMs Recall Factual Associations From Visual References? Dhananjay Ashok Ashutosh Chaubey Hirona J. Arai Jonathan May Jesse Thomason 64 0 0 22 Aug 2025