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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RoboMamba: Multimodal State Space Model for Efficient Robot Reasoning and Manipulation Jiaming Liu Mengzhen Liu Zhenyu Wang Lily Lee Kaichen Zhou Pengju An Senqiao Yang Renrui Zhang Yandong Guo Shanghang Zhang LM&Ro LRM Mamba 32 8 0 06 Jun 2024
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs Lingchen Meng Jianwei Yang Rui Tian Xiyang Dai Zuxuan Wu Jianfeng Gao Yu-Gang Jiang VLM 30 9 0 06 Jun 2024
Enhancing Multimodal Large Language Models with Multi-instance Visual Prompt Generator for Visual Representation Enrichment Wenliang Zhong Wenyi Wu Qi Li Rob Barton Boxin Du Shioulin Sam Karim Bouyarmane Ismail B. Tutar Junzhou Huang 35 3 0 05 Jun 2024
Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning Alex Jinpeng Wang Linjie Li Yiqi Lin Min Li Lijuan Wang Mike Zheng Shou VLM 33 3 0 04 Jun 2024
SpatialRGPT: Grounded Spatial Reasoning in Vision Language Model An-Chieh Cheng Hongxu Yin Yang Fu Qiushan Guo Ruihan Yang Jan Kautz Xiaolong Wang Sifei Liu LRM 64 49 0 03 Jun 2024
Selectively Answering Visual Questions Julian Martin Eisenschlos Hernán Maina Guido Ivetta Luciana Benotti 51 0 0 03 Jun 2024
DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language Models Linli Yao Lei Li Shuhuai Ren Lean Wang Yuanxin Liu Xu Sun Lu Hou 37 31 0 31 May 2024
Shotluck Holmes: A Family of Efficient Small-Scale Large Language Vision Models For Video Captioning and Summarization Richard Luo Austin Peng Adithya Vasudev Rishabh Jain 42 2 0 31 May 2024
Visual Perception by Large Language Model's Weights Feipeng Ma Hongwei Xue Guangting Wang Yizhou Zhou Fengyun Rao Shilin Yan Yueyi Zhang Siying Wu Mike Zheng Shou Xiaoyan Sun VLM 25 5 0 30 May 2024
Instruction-Guided Visual Masking Jinliang Zheng Jianxiong Li Si Cheng Yinan Zheng Jiaming Li Jihao Liu Yu Liu Jingjing Liu Xianyuan Zhan 55 6 0 30 May 2024
Evaluating Vision-Language Models on Bistable Images Artemis Panagopoulou Coby Melkin Chris Callison-Burch 49 0 0 29 May 2024
X-VILA: Cross-Modality Alignment for Large Language Model Hanrong Ye De-An Huang Yao Lu Zhiding Yu Ming-Yu Liu ... Jan Kautz Song Han Dan Xu Pavlo Molchanov Hongxu Yin MLLM VLM 49 32 0 29 May 2024
Matryoshka Query Transformer for Large Vision-Language Models Wenbo Hu Zi-Yi Dou Liunian Harold Li Amita Kamath Nanyun Peng Kai-Wei Chang MLLM 41 8 0 29 May 2024
Descriptive Image Quality Assessment in the Wild Zhiyuan You Jinjin Gu Zheyuan Li Xin Cai Kaiwen Zhu Chao Dong Tianfan Xue EGVM 48 16 0 29 May 2024
Why are Visually-Grounded Language Models Bad at Image Classification? Yuhui Zhang Alyssa Unell Xiaohan Wang Dhruba Ghosh Yuchang Su Ludwig Schmidt Serena Yeung-Levy VLM 35 29 0 28 May 2024
Dataset Growth Ziheng Qin Zhaopan Xu Yukun Zhou Zangwei Zheng Zebang Cheng ... Xiaojiang Peng Radu Timofte Hongxun Yao Kai Wang Yang You DD 35 0 0 28 May 2024
The Evolution of Multimodal Model Architectures S. Wadekar Abhishek Chaurasia Aman Chadha Eugenio Culurciello 45 15 0 28 May 2024
Cross-Modal Safety Alignment: Is textual unlearning all you need? Trishna Chakraborty Erfan Shayegani Zikui Cai Nael B. Abu-Ghazaleh Ulugbek S. Kamilov Yue Dong Amit K. Roy-Chowdhury Chengyu Song 41 16 0 27 May 2024
Matryoshka Multimodal Models Mu Cai Jianwei Yang Jianfeng Gao Yong Jae Lee VLM 60 28 0 27 May 2024
Privacy-Aware Visual Language Models Laurens Samson Nimrod Barazani S. Ghebreab Yukiyasu Asano PILM VLM 50 1 0 27 May 2024
Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs Mustafa Shukor Matthieu Cord 71 5 0 26 May 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 60 37 0 26 May 2024
Accelerating Transformers with Spectrum-Preserving Token Merging Hoai-Chau Tran D. M. Nguyen Duy M. Nguyen Trung Thanh Nguyen Ngan Le Pengtao Xie Daniel Sonntag James Y. Zou Binh T. Nguyen Mathias Niepert 49 8 0 25 May 2024
Streaming Long Video Understanding with Large Language Models Rui Qian Xiao-wen Dong Pan Zhang Yuhang Zang Shuangrui Ding Dahua Lin Jiaqi Wang VLM 41 41 0 25 May 2024
Prompt-Aware Adapter: Towards Learning Adaptive Visual Tokens for Multimodal Large Language Models Yue Zhang Hehe Fan Yi Yang 58 3 0 24 May 2024
DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception Run Luo Yunshui Li Longze Chen Wanwei He Ting-En Lin ... Zikai Song Xiaobo Xia Tongliang Liu Min Yang Binyuan Hui VLM DiffM 75 17 0 24 May 2024
M4U: Evaluating Multilingual Understanding and Reasoning for Large Multimodal Models Hongyu Wang Jiayu Xu Senwei Xie Ruiping Wang Jialin Li Zhaojie Xie Bin Zhang Chuyan Xiong Xilin Chen ELM VLM LRM 94 6 0 24 May 2024
EMR-Merging: Tuning-Free High-Performance Model Merging Chenyu Huang Peng Ye Tao Chen Tong He Xiangyu Yue Wanli Ouyang MoMe 46 29 0 23 May 2024
AlignGPT: Multi-modal Large Language Models with Adaptive Alignment Capability Fei Zhao Taotian Pang Chunhui Li Zhen Wu Junjie Guo Shangyu Xing Xinyu Dai 55 7 0 23 May 2024
Maintaining Structural Integrity in Parameter Spaces for Parameter Efficient Fine-tuning Chongjie Si Xuehui Wang Xue Yang Zhengqin Xu Qingyun Li Jifeng Dai Yu Qiao Xiaokang Yang Wei Shen 33 8 0 23 May 2024
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models Yongxin Guo Zhenglin Cheng Xiaoying Tang Tao R. Lin Tao Lin MoE 66 7 0 23 May 2024
Dense Connector for MLLMs Huanjin Yao Wenhao Wu Taojiannan Yang Yuxin Song Mengxi Zhang Haocheng Feng Yifan Sun Zhiheng Li Wanli Ouyang Jingdong Wang MLLM VLM 42 18 0 22 May 2024
C3L: Content Correlated Vision-Language Instruction Tuning Data Generation via Contrastive Learning Ji Ma Wei Suo Peng Wang Yanning Zhang VLM 56 0 0 21 May 2024
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models Jiaqi Li Qianshan Wei Chuanyi Zhang Guilin Qi Miaozeng Du Yongrui Chen Sheng Bi Fan Liu VLM MU 81 12 0 21 May 2024
Imp: Highly Capable Large Multimodal Models for Mobile Devices Zhenwei Shao Zhou Yu Jun Yu Xuecheng Ouyang Lihao Zheng Zhenbiao Gai Mingyang Wang Jiajun Ding 23 10 0 20 May 2024
Rethinking Overlooked Aspects in Vision-Language Models Yuan Liu Le Tian Xiao Zhou Jie Zhou VLM 34 2 0 20 May 2024
TinyLLaVA Factory: A Modularized Codebase for Small-scale Large Multimodal Models Junlong Jia Ying Hu Xi Weng Yiming Shi Miao Li ... Baichuan Zhou Ziyu Liu Jie Luo Lei Huang Ji Wu 34 9 0 20 May 2024
ColorFoil: Investigating Color Blindness in Large Vision and Language Models Ahnaf Mozib Samin M. F. Ahmed Md. Mushtaq Shahriyar Rafee VLM 35 2 0 19 May 2024
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts Yunxin Li Shenyuan Jiang Baotian Hu Longyue Wang Wanqi Zhong Wenhan Luo Lin Ma Min-Ling Zhang MoE 46 30 0 18 May 2024
Automated Multi-level Preference for MLLMs Mengxi Zhang Wenhao Wu Yu Lu Yuxin Song Kang Rong ... Jianbo Zhao Fanglong Liu Yifan Sun Haocheng Feng Jingdong Wang MLLM 83 10 0 18 May 2024
Efficient Multimodal Large Language Models: A Survey Yizhang Jin Jian Li Yexin Liu Tianjun Gu Kai Wu ... Xin Tan Zhenye Gan Yabiao Wang Chengjie Wang Lizhuang Ma LRM 47 47 0 17 May 2024
StackOverflowVQA: Stack Overflow Visual Question Answering Dataset Motahhare Mirzaei Mohammad Javad Pirhadi Sauleh Eetemadi 26 0 0 17 May 2024
Enhancing Semantics in Multimodal Chain of Thought via Soft Negative Sampling Guangmin Zheng Jin Wang Xiaobing Zhou Xuejie Zhang LRM 38 2 0 16 May 2024
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 62 266 0 16 May 2024
STAR: A Benchmark for Situated Reasoning in Real-World Videos Bo Wu Shoubin Yu Zhenfang Chen Joshua B Tenenbaum Chuang Gan 46 178 0 15 May 2024
CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts Jiachen Li Xinyao Wang Sijie Zhu Chia-Wen Kuo Lu Xu Fan Chen Jitesh Jain Humphrey Shi Longyin Wen MLLM MoE 46 29 0 09 May 2024
Memory-Space Visual Prompting for Efficient Vision-Language Fine-Tuning Shibo Jie Yehui Tang Ning Ding Zhi-Hong Deng Kai Han Yunhe Wang VLM 33 7 0 09 May 2024
Learning To See But Forgetting To Follow: Visual Instruction Tuning Makes LLMs More Prone To Jailbreak Attacks Georgios Pantazopoulos Amit Parekh Malvina Nikandrou Alessandro Suglia 37 5 0 07 May 2024
Language-Image Models with 3D Understanding Jang Hyun Cho Boris Ivanovic Yulong Cao Edward Schmerling Yue Wang ... Boyi Li Yurong You Philipp Krahenbuhl Yan Wang Marco Pavone LRM 42 17 0 06 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 157 0 03 May 2024