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"

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MMRA: A Benchmark for Evaluating Multi-Granularity and Multi-Image Relational Association Capabilities in Large Visual Language Models Siwei Wu Kang Zhu Yu Bai Yiming Liang Yizhi Li ... Xingwei Qu Xuxin Cheng Ge Zhang Wenhao Huang Chenghua Lin VLM 39 2 0 24 Jul 2024
Multi-label Cluster Discrimination for Visual Representation Learning Xiang An Kaicheng Yang Xiangzi Dai Ziyong Feng Jiankang Deng VLM 45 6 0 24 Jul 2024
Unveiling and Mitigating Bias in Audio Visual Segmentation Peiwen Sun Honggang Zhang Di Hu 32 3 0 23 Jul 2024
Improved Few-Shot Image Classification Through Multiple-Choice Questions Dipika Khullar Emmett Goodman Negin Sokhandan 50 0 0 23 Jul 2024
MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Diversity Yangzhou Liu Yue Cao Zhangwei Gao Weiyun Wang Zhe Chen ... Lewei Lu Xizhou Zhu Tong Lu Yu Qiao Jifeng Dai VLM MLLM 57 24 0 22 Jul 2024
Accelerating Pre-training of Multimodal LLMs via Chain-of-Sight Ziyuan Huang Kaixiang Ji Biao Gong Zhiwu Qing Qinglong Zhang Kecheng Zheng Jian Wang Jingdong Chen Ming Yang LRM 44 1 0 22 Jul 2024
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning Zhecan Wang Garrett Bingham Adams Wei Yu Quoc V. Le Thang Luong Golnaz Ghiasi MLLM LRM 47 9 0 22 Jul 2024
Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models Amir Mohammad Karimi Mamaghan Samuele Papa Karl Henrik Johansson Stefan Bauer Andrea Dittadi OCL 48 5 0 22 Jul 2024
MIBench: Evaluating Multimodal Large Language Models over Multiple Images Haowei Liu Xi Zhang Haiyang Xu Yaya Shi Chaoya Jiang ... Ji Zhang Fei Huang Chunfen Yuan Bing Li Weiming Hu VLM 51 10 0 21 Jul 2024
I Know About "Up"! Enhancing Spatial Reasoning in Visual Language Models Through 3D Reconstruction Zaiqiao Meng Hao Zhou Yifang Chen 37 4 0 19 Jul 2024
X-Former: Unifying Contrastive and Reconstruction Learning for MLLMs S. Swetha Jinyu Yang T. Neiman Mamshad Nayeem Rizve Son Tran Benjamin Z. Yao Trishul Chilimbi Mubarak Shah 62 2 0 18 Jul 2024
BEAF: Observing BEfore-AFter Changes to Evaluate Hallucination in Vision-language Models Moon Ye-Bin Nam Hyeon-Woo Wonseok Choi Tae-Hyun Oh MLLM 51 6 0 18 Jul 2024
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark Tsung-Han Wu Giscard Biamby Jerome Quenum Ritwik Gupta Joseph E. Gonzalez Trevor Darrell David M. Chan VLM 49 7 0 18 Jul 2024
EchoSight: Advancing Visual-Language Models with Wiki Knowledge Yibin Yan Weidi Xie RALM 37 9 0 17 Jul 2024
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models Kaichen Zhang Bo Li Peiyuan Zhang Fanyi Pu Joshua Adrian Cahyono ... Shuai Liu Yuanhan Zhang Jingkang Yang Chunyuan Li Ziwei Liu 99 76 0 17 Jul 2024
FIRE: A Dataset for Feedback Integration and Refinement Evaluation of Multimodal Models Pengxiang Li Zhi Gao Bofei Zhang Tao Yuan Yuwei Wu Mehrtash Harandi Yunde Jia Song-Chun Zhu Qing Li VLM MLLM 48 5 0 16 Jul 2024
Extracting Training Data from Document-Based VQA Models Francesco Pinto N. Rauschmayr F. Tramèr Philip Torr Federico Tombari 37 3 0 11 Jul 2024
HiRes-LLaVA: Restoring Fragmentation Input in High-Resolution Large Vision-Language Models Runhui Huang Xinpeng Ding Chunwei Wang J. N. Han Yulong Liu Hengshuang Zhao Hang Xu Lu Hou Wei Zhang Xiaodan Liang VLM 31 8 0 11 Jul 2024
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception Xiaotong Li Fan Zhang Haiwen Diao Yueze Wang Xinlong Wang Ling-yu Duan VLM 31 27 0 11 Jul 2024
Position: Measure Dataset Diversity, Don't Just Claim It Dora Zhao Jerone T. A. Andrews Orestis Papakyriakopoulos Alice Xiang 64 14 0 11 Jul 2024
IDA-VLM: Towards Movie Understanding via ID-Aware Large Vision-Language Model Yatai Ji Shilong Zhang Jie Wu Peize Sun Weifeng Chen Xuefeng Xiao Sidi Yang Yanting Yang Ping Luo VLM 48 3 0 10 Jul 2024
SHERL: Synthesizing High Accuracy and Efficient Memory for Resource-Limited Transfer Learning Haiwen Diao Bo Wan Xu Jia Yunzhi Zhuge Ying Zhang Huchuan Lu Long Chen VLM 50 4 0 10 Jul 2024
A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends Daizong Liu Mingyu Yang Xiaoye Qu Pan Zhou Yu Cheng Wei Hu ELM AAML 35 25 0 10 Jul 2024
A Single Transformer for Scalable Vision-Language Modeling Yangyi Chen Xingyao Wang Hao Peng Heng Ji LRM 46 16 0 08 Jul 2024
LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts Yijia Xiao Edward Sun Tianyu Liu Wei Wang LRM 35 27 0 06 Jul 2024
OmChat: A Recipe to Train Multimodal Language Models with Strong Long Context and Video Understanding Tiancheng Zhao Qianqian Zhang Kyusong Lee Peng Liu Lu Zhang Chunxin Fang Jiajia Liao Kelei Jiang Yibo Ma Ruochen Xu MLLM VLM 54 5 0 06 Jul 2024
MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation? Zhaorun Chen Yichao Du Zichen Wen Yiyang Zhou Chenhang Cui ... Jiawei Zhou Zhuokai Zhao Rafael Rafailov Chelsea Finn Huaxiu Yao EGVM MLLM 63 29 0 05 Jul 2024
Rethinking Visual Prompting for Multimodal Large Language Models with External Knowledge Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip Torr Lu Yuan LRM VLM 33 8 0 05 Jul 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 37 53 0 02 Jul 2024
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness Khyathi Raghavi Chandu Linjie Li Anas Awadalla Ximing Lu Jae Sung Park Jack Hessel Lijuan Wang Yejin Choi 53 2 0 02 Jul 2024
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? Runqi Qiao Qiuna Tan Guanting Dong Minhui Wu Chong Sun ... Yida Xu Muxi Diao Zhimin Bao Chen Li Honggang Zhang VLM LRM 47 32 0 01 Jul 2024
CVLUE: A New Benchmark Dataset for Chinese Vision-Language Understanding Evaluation Yuxuan Wang Yijun Liu Fei Yu Chen Huang Kexin Li Zhiguo Wan Wanxiang Che VLM CoGe 35 5 0 01 Jul 2024
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 110 13 0 01 Jul 2024
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning Nan Xu Fei Wang Sheng Zhang Hoifung Poon Muhao Chen 41 6 0 01 Jul 2024
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs Sukmin Yun Haokun Lin Rusiru Thushara Mohammad Qazim Bhat Yongxin Wang ... Timothy Baldwin Zhengzhong Liu Eric P. Xing Xiaodan Liang Zhiqiang Shen 54 10 0 28 Jun 2024
LLaVolta: Efficient Multi-modal Models via Stage-wise Visual Context Compression Jieneng Chen Luoxin Ye Ju He Zhao-Yang Wang Daniel Khashabi Alan Yuille VLM 27 5 0 28 Jun 2024
From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis Chuanqi Cheng Jian Guan Wei Wu Rui Yan LRM 45 10 0 28 Jun 2024
MM-Instruct: Generated Visual Instructions for Large Multimodal Model Alignment Jihao Liu Xin Huang Jinliang Zheng Boxiao Liu Jia Wang Osamu Yoshie Yu Liu Hongsheng Li MLLM SyDa 38 4 0 28 Jun 2024
MMRo: Are Multimodal LLMs Eligible as the Brain for In-Home Robotics? Jinming Li Yichen Zhu Zhiyuan Xu Jindong Gu Minjie Zhu Xin Liu Ning Liu Yaxin Peng Feifei Feng Jian Tang LRM LM&Ro 36 6 0 28 Jun 2024
CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models Zhong-Zhi Li Ming-Liang Zhang Fei Yin Zhi-Long Ji Jin-Feng Bai Zhen-Ru Pan Fan-Hu Zeng Jian Xu Jia-Xin Zhang Cheng-Lin Liu ELM 51 11 0 28 Jun 2024
Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model Longrong Yang Dong Shen Chaoxiang Cai Fan Yang Size Li Di Zhang Xi Li MoE 56 2 0 28 Jun 2024
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation Malvina Nikandrou Georgios Pantazopoulos Ioannis Konstas Alessandro Suglia 32 0 0 27 Jun 2024
FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts Shubhankar Singh Purvi Chaurasia Yerram Varun Pranshu Pandya Vatsal Gupta Vivek Gupta Dan Roth 36 4 0 27 Jun 2024
The Illusion of Competence: Evaluating the Effect of Explanations on Users' Mental Models of Visual Question Answering Systems Judith Sieker Simeon Junker R. Utescher Nazia Attari H. Wersing Hendrik Buschmeier Sina Zarrieß 30 1 0 27 Jun 2024
CELLO: Causal Evaluation of Large Vision-Language Models Meiqi Chen Bo Peng Yan Zhang Chaochao Lu LRM ELM 53 0 0 27 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 58 9 0 27 Jun 2024
Curriculum Learning with Quality-Driven Data Selection Biao Wu Fang Meng Ling-Hao Chen 41 2 0 27 Jun 2024
Disentangling Knowledge-based and Visual Reasoning by Question Decomposition in KB-VQA Elham J. Barezi Parisa Kordjamshidi CoGe 37 0 0 27 Jun 2024
On the Role of Visual Grounding in VQA Daniel Reich Tanja Schultz 21 1 0 26 Jun 2024
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models Wenhao Shi Zhiqiang Hu Yi Bin Junhua Liu Yang Yang See-Kiong Ng Lidong Bing Roy Ka-Wei Lee SyDa MLLM LRM 34 41 0 25 Jun 2024