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
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 72 7 0 09 Oct 2024
ERVQA: A Dataset to Benchmark the Readiness of Large Vision Language Models in Hospital Environments Sourjyadip Ray Kushal Gupta Soumi Kundu Payal Arvind Kasat Somak Aditya Pawan Goyal 23 1 0 08 Oct 2024
Treat Visual Tokens as Text? But Your MLLM Only Needs Fewer Efforts to See Phu Pham Phu Pham Kun Wan Yu-Jhe Li Zeliang Zhang Daniel Miranda Ajinkya Kale Ajinkya Kale Chenliang Xu 35 5 0 08 Oct 2024
EMMA: Empowering Multi-modal Mamba with Structural and Hierarchical Alignment Yifei Xing Xiangyuan Lan Ruiping Wang D. Jiang Wenjun Huang Qingfang Zheng Yaowei Wang Mamba 38 0 0 08 Oct 2024
ModalPrompt:Dual-Modality Guided Prompt for Continual Learning of Large Multimodal Models Fanhu Zeng Fei Zhu Haiyang Guo Xu-Yao Zhang Cheng-Lin Liu VLM CLL 40 8 0 08 Oct 2024
Enhancing Temporal Modeling of Video LLMs via Time Gating Zi-Yuan Hu Yiwu Zhong Shijia Huang M. Lyu Liwei Wang VLM 33 0 0 08 Oct 2024
HyperINF: Unleashing the HyperPower of the Schulz's Method for Data Influence Estimation Xinyu Zhou Simin Fan Martin Jaggi TDI 31 0 0 07 Oct 2024
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 44 9 0 07 Oct 2024
MM-R $^3$ : On (In-)Consistency of Multi-modal Large Language Models (MLLMs) Shih-Han Chou Shivam Chandhok James J. Little Leonid Sigal 40 0 0 07 Oct 2024
Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark Himanshu Gupta Shreyas Verma Ujjwala Anantheswaran Kevin Scaria Mihir Parmar Swaroop Mishra Chitta Baral ReLM LRM 32 5 0 06 Oct 2024
Geometric Analysis of Reasoning Trajectories: A Phase Space Approach to Understanding Valid and Invalid Multi-Hop Reasoning in LLMs Javier Marin LRM 85 0 0 06 Oct 2024
Investigating and Mitigating Object Hallucinations in Pretrained Vision-Language (CLIP) Models Yufang Liu Tao Ji Changzhi Sun Yuanbin Wu Aimin Zhou VLM MLLM 46 2 0 04 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 89 26 0 04 Oct 2024
From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities Wanpeng Zhang Zilong Xie Yicheng Feng Yijiang Li Xingrun Xing Sipeng Zheng Zongqing Lu MLLM 30 0 0 03 Oct 2024
SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration Jintao Zhang Jia wei Pengle Zhang Jun-Jie Zhu Jun Zhu Jianfei Chen VLM MQ 84 19 0 03 Oct 2024
EMMA: Efficient Visual Alignment in Multi-Modal LLMs Sara Ghazanfari Alexandre Araujo Prashanth Krishnamurthy Siddharth Garg Farshad Khorrami VLM 57 1 0 02 Oct 2024
Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities Kenza Amara Lukas Klein Carsten T. Lüth Paul Jäger Hendrik Strobelt Mennatallah El-Assady 30 1 0 02 Oct 2024
Backdooring Vision-Language Models with Out-Of-Distribution Data Weimin Lyu Jiachen Yao Saumya Gupta Lu Pang Tao Sun Lingjie Yi Lijie Hu Haibin Ling Chao Chen VLM AAML 64 3 0 02 Oct 2024
LMOD: A Large Multimodal Ophthalmology Dataset and Benchmark for Large Vision-Language Models Zhenyue Qin Yu Yin Dylan Campbell Xuansheng Wu Ke Zou Yih-Chung Tham Ninghao Liu Xiuzhen Zhang Qingyu Chen 44 1 0 02 Oct 2024
Addition is All You Need for Energy-efficient Language Models Hongyin Luo Wei Sun 21 2 0 01 Oct 2024
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning Niki Maria Foteinopoulou Enjie Ghorbel Djamila Aouada 30 2 0 01 Oct 2024
Unleashing the Potentials of Likelihood Composition for Multi-modal Language Models Shitian Zhao Renrui Zhang Xu Luo Yan Wang Shanghang Zhang Peng Gao 18 0 0 01 Oct 2024
HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty Decoding Fan Yuan Chi Qin Xiaogang Xu Piji Li VLM MLLM 33 4 0 30 Sep 2024
T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition Chen Yeh You-Ming Chang Wei-Chen Chiu Ning Yu 43 1 0 29 Sep 2024
TrojVLM: Backdoor Attack Against Vision Language Models Weimin Lyu Lu Pang Tengfei Ma Haibin Ling Chao Chen MLLM 37 7 0 28 Sep 2024
Emu3: Next-Token Prediction is All You Need Xinlong Wang Xiaosong Zhang Zhengxiong Luo Quan-Sen Sun Yufeng Cui ... Xi Yang Jingjing Liu Yonghua Lin Tiejun Huang Zhongyuan Wang MLLM 39 159 0 27 Sep 2024
DARE: Diverse Visual Question Answering with Robustness Evaluation Hannah Sterz Jonas Pfeiffer Ivan Vulić OOD VLM 26 2 0 26 Sep 2024
MIO: A Foundation Model on Multimodal Tokens Zekun Wang King Zhu Chunpu Xu Wangchunshu Zhou Jiaheng Liu ... Yuanxing Zhang Ge Zhang Ke Xu Jie Fu Wenhao Huang MLLM AuLLM 60 11 0 26 Sep 2024
EAGLE: Egocentric AGgregated Language-video Engine Jing Bi Yunlong Tang Luchuan Song A. Vosoughi Nguyen Nguyen Chenliang Xu 48 8 0 26 Sep 2024
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models Matt Deitke Christopher Clark Sangho Lee Rohun Tripathi Yue Yang ... Noah A. Smith Hannaneh Hajishirzi Ross Girshick Ali Farhadi Aniruddha Kembhavi OSLM VLM 47 8 0 25 Sep 2024
Multi-Modal Generative AI: Multi-modal LLM, Diffusion and Beyond Hong Chen Xin Wang Yuwei Zhou Bin Huang Yipeng Zhang Wei Feng Houlun Chen Zeyang Zhang Siao Tang Wenwu Zhu DiffM 55 7 0 23 Sep 2024
Effectively Enhancing Vision Language Large Models by Prompt Augmentation and Caption Utilization Minyi Zhao Jie Wang Zerui Li Jiyuan Zhang Zhenbang Sun Shuigeng Zhou MLLM VLM 42 0 0 22 Sep 2024
Scene-Text Grounding for Text-Based Video Question Answering Sheng Zhou Junbin Xiao Xun Yang Peipei Song Dan Guo Angela Yao Meng Wang Tat-Seng Chua 142 1 0 22 Sep 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images Zhecan Wang Junzhang Liu Chia-Wei Tang Hani Alomari Anushka Sivakumar ... Haoxuan You A. Ishmam Kai-Wei Chang Shih-Fu Chang Chris Thomas CoGe VLM 69 2 0 19 Sep 2024
NVLM: Open Frontier-Class Multimodal LLMs Wenliang Dai Nayeon Lee Wei Ping Zhuoling Yang Zihan Liu Jon Barker Tuomas Rintamaki M. Shoeybi Bryan Catanzaro Ming-Yu Liu MLLM VLM LRM 45 54 0 17 Sep 2024
Mind the Uncertainty in Human Disagreement: Evaluating Discrepancies between Model Predictions and Human Responses in VQA Jian Lan Diego Frassinelli Barbara Plank 27 0 0 17 Sep 2024
Benchmarking VLMs' Reasoning About Persuasive Atypical Images Sina Malakouti Aysan Aghazadeh Ashmit Khandelwal Adriana Kovashka VLM 47 2 0 16 Sep 2024
QTG-VQA: Question-Type-Guided Architectural for VideoQA Systems Zhixian He Pengcheng Zhao Fuwei Zhang Shujin Lin 41 0 0 14 Sep 2024
Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types Neelabh Sinha Vinija Jain Aman Chadha 28 2 0 14 Sep 2024
Mitigating Hallucination in Visual-Language Models via Re-Balancing Contrastive Decoding Xiaoyu Liang Jiayuan Yu Lianrui Mu Jiedong Zhuang Jiaqi Hu Yuchen Yang Jiangnan Ye Lu Lu Jian Chen Haoji Hu VLM 45 2 0 10 Sep 2024
Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language Modeling Georgios Pantazopoulos Malvina Nikandrou Alessandro Suglia Oliver Lemon Arash Eshghi Mamba 45 1 0 09 Sep 2024
UNIT: Unifying Image and Text Recognition in One Vision Encoder Yi Zhu Yanpeng Zhou Chunwei Wang Yang Cao Jianhua Han Lu Hou Hang Xu ViT VLM 34 4 0 06 Sep 2024
Blocks as Probes: Dissecting Categorization Ability of Large Multimodal Models Bin Fu Qiyang Wan Jialin Li Ruiping Wang Xilin Chen 50 0 0 03 Sep 2024
Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information Yi Chen Jian Xu Xu-Yao Zhang Wen-Zhuo Liu Yang-Yang Liu Cheng-Lin Liu 34 3 0 02 Sep 2024
ContextVLM: Zero-Shot and Few-Shot Context Understanding for Autonomous Driving using Vision Language Models Shounak Sural Naren R. Rajkumar 43 1 0 30 Aug 2024
MAPWise: Evaluating Vision-Language Models for Advanced Map Queries Srija Mukhopadhyay Abhishek Rajgaria Prerana Khatiwada Vivek Gupta Dan Roth 21 0 0 30 Aug 2024
Look, Learn and Leverage (L $^3$ ): Mitigating Visual-Domain Shift and Discovering Intrinsic Relations via Symbolic Alignment Hanchen Xie Jiageng Zhu Mahyar Khayatkhoei Jiazhi Li Wael AbdAlmageed OOD 32 0 0 30 Aug 2024
AdaptVision: Dynamic Input Scaling in MLLMs for Versatile Scene Understanding Yonghui Wang Wengang Zhou Hao Feng Houqiang Li VLM 35 0 0 30 Aug 2024
UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios Baichuan Zhou Haote Yang Dairong Chen Junyan Ye Tianyi Bai Jinhua Yu Songyang Zhang Dahua Lin Conghui He Weijia Li VLM 58 3 0 30 Aug 2024
LLaVA-SG: Leveraging Scene Graphs as Visual Semantic Expression in Vision-Language Models Jingyi Wang Jianzhong Ju Jian Luan Zhidong Deng VLM 30 1 0 29 Aug 2024