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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Title
Task-Core Memory Management and Consolidation for Long-term Continual Learning Tianyu Huai Jie Zhou Yuxuan Cai Qin Chen Wen Wu Xingjiao Wu Xipeng Qiu Liang He CLL 30 0 0 15 May 2025
Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning Dayong Liang Changmeng Zheng Zhiyuan Wen Yi Cai Xiao Wei Qing Li LRM 31 0 0 14 May 2025
Variational Visual Question Answering Tobias Jan Wieczorek Nathalie Daun Mohammad Emtiyaz Khan Marcus Rohrbach OOD 31 0 0 14 May 2025
Visually Interpretable Subtask Reasoning for Visual Question Answering Yu Cheng A. Goel Hakan Bilen LRM 31 0 0 12 May 2025
DriveSOTIF: Advancing Perception SOTIF Through Multimodal Large Language Models Shucheng Huang Freda Shi Chen Sun Jiaming Zhong Minghao Ning Yufeng Yang Yukun Lu Hong Wang A. Khajepour 31 0 0 11 May 2025
Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models Aishwarya Venkataramanan P. Bodesheim Joachim Denzler BDL VLM 64 0 0 08 May 2025
SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning Jinpeng Chen Runmin Cong Yuzhi Zhao Hongzheng Yang Guangneng Hu H. Ip Sam Kwong CLL KELM 83 0 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Xuzhi Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 74 0 0 05 May 2025
Multi-Modal Language Models as Text-to-Image Model Evaluators Jiahui Chen Candace Ross Reyhane Askari Hemmat Koustuv Sinha Melissa Hall M. Drozdzal Adriana Romero-Soriano EGVM 60 0 0 01 May 2025
SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models Wufei Ma Luoxin Ye Nessa McWeeney Celso M de Melo A. Yuille Jieneng Chen LRM 65 1 0 01 May 2025
Rethinking Visual Layer Selection in Multimodal LLMs H. Chen Junyan Lin Xinhao Chen Yue Fan Xin Jin Hui Su Jianfeng Dong Jinlan Fu Xiaoyu Shen VLM 95 0 0 30 Apr 2025
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding Trilok Padhi R. Kaur Adam D. Cobb Manoj Acharya Anirban Roy Colin Samplawski Brian Matejek Alexander M. Berenbeim Nathaniel D. Bastian Susmit Jha 28 0 0 30 Apr 2025
VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning Run Luo Renke Shan Longze Chen Ziqiang Liu Lu Wang Min Yang Xiaobo Xia MLLM VLM 99 0 0 28 Apr 2025
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 59 0 0 27 Apr 2025
HRScene: How Far Are VLMs from Effective High-Resolution Image Understanding? Yusen Zhang Wenliang Zheng Aashrith Madasu Peng Shi Ryo Kamoi ... Ranran Haoran Zhang Avitej Iyer Renze Lou Wenpeng Yin Rui Zhang 68 0 0 25 Apr 2025
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs Z. Wang Senthil Purushwalkam Caiming Xiong Shri Kiran Srinivasan Heng Ji Ran Xu 38 0 0 23 Apr 2025
$$π_{0.5}$: a Vision-Language-Action Model with Open-World Generalization$ $π_{0.5}$ : a Vision-Language-Action Model with Open-World Generalization Physical Intelligence Kevin Black Noah Brown James Darpinian Karan Dhabalia ... Homer Walke Anna Walling Haohuan Wang Lili Yu Ury Zhilinsky LM&Ro VLM 39 10 0 22 Apr 2025
CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting Atin Pothiraj Elias Stengel-Eskin Jaemin Cho Joey Tianyi Zhou 35 0 0 21 Apr 2025
Towards Understanding Camera Motions in Any Video Zhiqiu Lin Siyuan Cen Daniel Jiang Jay Karhade Hewei Wang ... Rushikesh Zawar Xue Bai Yilun Du Chuang Gan Deva Ramanan VGen 30 0 0 21 Apr 2025
Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens Kaihang Pan Wang Lin Zhongqi Yue Tenglong Ao Liyu Jia Wei Zhao Juncheng Billy Li Siliang Tang Hanwang Zhang 49 2 0 20 Apr 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 103 0 0 17 Apr 2025
Multimodal LLM Augmented Reasoning for Interpretable Visual Perception Analysis Shravan Chaudhari Trilokya Akula Yoon Kim Tom Blake LRM 45 0 0 16 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 70 12 1 14 Apr 2025
MIEB: Massive Image Embedding Benchmark Chenghao Xiao Isaac Chung Imene Kerboua Jamie Stirling Xin Zhang Márton Kardos Roman Solomatin Noura Al Moubayed K. Enevoldsen Niklas Muennighoff VLM 37 0 0 14 Apr 2025
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks Mohammad Saleha Azadeh Tabatabaeib 52 0 0 14 Apr 2025
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 39 0 0 14 Apr 2025
AgMMU: A Comprehensive Agricultural Multimodal Understanding and Reasoning Benchmark Aruna Gauba Irene Pi Yunze Man Ziqi Pang Vikram S. Adve Yu-Xiong Wang 128 0 0 14 Apr 2025
The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer Weixian Lei Jiacong Wang Haochen Wang X. Li Jun Hao Liew Jiashi Feng Zilong Huang 28 2 0 14 Apr 2025
Evolved Hierarchical Masking for Self-Supervised Learning Zhanzhou Feng Shiliang Zhang 49 0 0 12 Apr 2025
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering Qi Zhi Lim C. Lee K. Lim Kalaiarasi Sonai Muthu Anbananthen 31 0 0 11 Apr 2025
Mimic In-Context Learning for Multimodal Tasks Yuchu Jiang Jiale Fu Chenduo Hao Xinting Hu Yingzhe Peng Xin Geng Xu Yang 27 0 0 11 Apr 2025
Impact of Language Guidance: A Reproducibility Study Cherish Puniani Advika Sinha Shree Singhi Aayan Yadav VLM 47 0 0 10 Apr 2025
Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception Ruotian Peng Haiying He Yake Wei Yandong Wen D. Hu VLM 39 0 0 09 Apr 2025
Resource-efficient Inference with Foundation Model Programs Lunyiu Nie Zhimin Ding Kevin Yu Marco Cheung C. Jermaine S. Chaudhuri 30 0 0 09 Apr 2025
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models Xiangxi Zheng Linjie Li Z. Yang Ping Yu Alex Jinpeng Wang Rui Yan Yuan Yao Lijuan Wang LRM 26 0 0 08 Apr 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts Yimu Wang Mozhgan Nasr Azadani Sean Sedwards Krzysztof Czarnecki MLLM MoE 52 0 0 07 Apr 2025
SmolVLM: Redefining small and efficient multimodal models Andres Marafioti Orr Zohar Miquel Farré Merve Noyan Elie Bakouch ... Hugo Larcher Mathieu Morlon Lewis Tunstall Leandro von Werra Thomas Wolf VLM 39 6 0 07 Apr 2025
M2IV: Towards Efficient and Fine-grained Multimodal In-Context Learning in Large Vision-Language Models Yanshu Li Hongyang He Yi Cao Qisen Cheng Xiang Fu Ruixiang Tang VLM 40 0 0 06 Apr 2025
Window Token Concatenation for Efficient Visual Large Language Models Yifan Li Wentao Bao Botao Ye Zhen Tan Tianlong Chen Huan Liu Yu Kong VLM 44 0 0 05 Apr 2025
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving Kexin Tian Jingrui Mao Y. Zhang Jiwan Jiang Yang Zhou Zhengzhong Tu CoGe 68 0 0 04 Apr 2025
Locations of Characters in Narratives: Andersen and Persuasion Datasets Batuhan Ozyurt Roya Arkhmammadova Deniz Yuret 29 0 0 04 Apr 2025
QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning Quanxing Xu Ling Zhou Xian Zhong Feifei Zhang Rubing Huang Chia-Wen Lin 36 0 0 04 Apr 2025
Large (Vision) Language Models are Unsupervised In-Context Learners Artyom Gadetsky Andrei Atanov Yulun Jiang Zhitong Gao Ghazal Hosseini Mighan Amir Zamir Maria Brbić VLM MLLM LRM 69 0 0 03 Apr 2025
VARGPT-v1.1: Improve Visual Autoregressive Large Unified Model via Iterative Instruction Tuning and Reinforcement Learning Xianwei Zhuang Yuxin Xie Yufan Deng Dongchao Yang Liming Liang Jinghan Ru Yuguo Yin Yuexian Zou 71 2 0 03 Apr 2025
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization Chaohu Liu Tianyi Gui Yu Liu Linli Xu VLM AAML 68 1 0 02 Apr 2025
Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks Jiawei Wang Yushen Zuo Yuanjun Chai Ziqiang Liu Yichen Fu Yichun Feng Kin-Man Lam AAML VLM 42 0 0 02 Apr 2025
Text Speaks Louder than Vision: ASCII Art Reveals Textual Biases in Vision-Language Models Zhaochen Wang Yujun Cai Zi Huang Bryan Hooi Yiwei Wang Ming Yang CoGe VLM 73 0 0 02 Apr 2025
Misaligned Roles, Misplaced Images: Structural Input Perturbations Expose Multimodal Alignment Blind Spots Erfan Shayegani G M Shahariar Sara Abdali Lei Yu Nael B. Abu-Ghazaleh Yue Dong AAML 78 0 0 01 Apr 2025
Scaling Language-Free Visual Representation Learning David Fan Shengbang Tong Jiachen Zhu Koustuv Sinha Zhuang Liu ... Michael G. Rabbat Nicolas Ballas Yann LeCun Amir Bar Saining Xie CLIP VLM 64 2 0 01 Apr 2025
QG-VTC: Question-Guided Visual Token Compression in MLLMs for Efficient VQA Shuai Li Jian Xu Xiao-Hui Li Chao Deng Lin-Lin Huang MQ 43 0 0 01 Apr 2025