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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Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference Han Zhao Min Zhang Wei Zhao Pengxiang Ding Siteng Huang Donglin Wang Mamba 36 65 0 21 Mar 2024
VL-Mamba: Exploring State Space Models for Multimodal Learning Yanyuan Qiao Zheng Yu Longteng Guo Sihan Chen Zijia Zhao Mingzhen Sun Qi Wu Jing Liu Mamba 35 61 0 20 Mar 2024
Improved Baselines for Data-efficient Perceptual Augmentation of LLMs Théophane Vallaeys Mustafa Shukor Matthieu Cord Jakob Verbeek 54 12 0 20 Mar 2024
HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language Models Wenqiao Zhang Tianwei Lin Jiang Liu Fangxun Shu Haoyuan Li ... Zheqi Lv Hao Jiang Juncheng Li Siliang Tang Yueting Zhuang VLM MLLM 25 4 0 20 Mar 2024
SC-Tune: Unleashing Self-Consistent Referential Comprehension in Large Vision Language Models Tongtian Yue Jie Cheng Longteng Guo Xingyuan Dai Zijia Zhao Xingjian He Gang Xiong Yisheng Lv Jing Liu 38 9 0 20 Mar 2024
Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models Zuyan Liu Yuhao Dong Yongming Rao Jie Zhou Jiwen Lu LRM 19 12 0 19 Mar 2024
When Do We Not Need Larger Vision Models? Baifeng Shi Ziyang Wu Maolin Mao Xin Wang Trevor Darrell VLM LRM 44 40 0 19 Mar 2024
As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks? Anjun Hu Jindong Gu Francesco Pinto Konstantinos Kamnitsas Philip H. S. Torr AAML SILM 32 5 0 19 Mar 2024
X-LLaVA: Optimizing Bilingual Large Vision-Language Alignment Dongjae Shin Hyunseok Lim Inho Won Changsu Choi Minjun Kim Seungwoo Song Hangyeol Yoo Sangmin Kim Kyungtae Lim 21 5 0 18 Mar 2024
Few-Shot VQA with Frozen LLMs: A Tale of Two Approaches Igor Sterner Weizhe Lin Jinghong Chen Bill Byrne 25 2 0 17 Mar 2024
SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant Guohao Sun Can Qin Jiamian Wang Zeyuan Chen Ran Xu Zhiqiang Tao MLLM VLM LRM 29 9 0 17 Mar 2024
Mitigating Dialogue Hallucination for Large Vision Language Models via Adversarial Instruction Tuning Dongmin Park Zhaofang Qian Guangxing Han Ser-Nam Lim MLLM 35 0 0 15 Mar 2024
Knowledge Condensation and Reasoning for Knowledge-based VQA Dongze Hao Jian Jia Longteng Guo Qunbo Wang Te Yang ... Yanhua Cheng Bo Wang Quan Chen Han Li Jing Liu 29 0 0 15 Mar 2024
An Image Is Worth 1000 Lies: Adversarial Transferability across Prompts on Vision-Language Models Haochen Luo Jindong Gu Fengyuan Liu Philip H. S. Torr VLM VPVLM AAML 44 19 0 14 Mar 2024
MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training Brandon McKinzie Zhe Gan J. Fauconnier Sam Dodge Bowen Zhang ... Zirui Wang Ruoming Pang Peter Grasch Alexander Toshev Yinfei Yang MLLM 27 185 0 14 Mar 2024
Introducing Routing Functions to Vision-Language Parameter-Efficient Fine-Tuning with Low-Rank Bottlenecks Tingyu Qu Tinne Tuytelaars Marie-Francine Moens MoE 20 2 0 14 Mar 2024
UniCode: Learning a Unified Codebook for Multimodal Large Language Models Sipeng Zheng Bohan Zhou Yicheng Feng Ye Wang Zongqing Lu VLM MLLM 26 7 0 14 Mar 2024
DAM: Dynamic Adapter Merging for Continual Video QA Learning Feng Cheng Ziyang Wang Yi-Lin Sung Yan-Bo Lin Mohit Bansal Gedas Bertasius CLL MoMe 26 10 0 13 Mar 2024
An Empirical Study of Parameter Efficient Fine-tuning on Vision-Language Pre-train Model Yuxin Tian Mouxing Yang Yunfan Li Dayiheng Liu Xingzhang Ren Xiaocui Peng Jiancheng Lv VLM 29 0 0 13 Mar 2024
CoIN: A Benchmark of Continual Instruction tuNing for Multimodel Large Language Model Cheng Chen Junchen Zhu Xu Luo Hengtao Shen Lianli Gao Jingkuan Song CLL 35 12 0 13 Mar 2024
Fine-tuning Large Language Models with Sequential Instructions Hanxu Hu Simon Yu Pinzhen Chen E. Ponti ALM LRM 73 15 0 12 Mar 2024
Synth $^2$ : Boosting Visual-Language Models with Synthetic Captions and Image Embeddings Sahand Sharifzadeh Christos Kaplanis Shreya Pathak D. Kumaran Anastasija Ilić Jovana Mitrović Charles Blundell Andrea Banino VLM 32 9 0 12 Mar 2024
Multi-modal Auto-regressive Modeling via Visual Words Tianshuo Peng Zuchao Li Lefei Zhang Hai Zhao Ping Wang Bo Du OffRL 19 4 0 12 Mar 2024
Mipha: A Comprehensive Overhaul of Multimodal Assistant with Small Language Models Minjie Zhu Yichen Zhu Xin Liu Ning Liu Zhiyuan Xu Chaomin Shen Yaxin Peng Zhicai Ou Feifei Feng Jian Tang VLM 55 20 0 10 Mar 2024
SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLM Jielin Qiu Andrea Madotto Zhaojiang Lin Paul A. Crook Y. Xu Xin Luna Dong Christos Faloutsos Lei Li Babak Damavandi Seungwhan Moon 26 8 0 07 Mar 2024
Yi: Open Foundation Models by 01.AI 01. AI Alex Young 01.AI Alex Young Bei Chen Chao Li ... Yue Wang Yuxuan Cai Zhenyu Gu Zhiyuan Liu Zonghong Dai OSLM LRM 121 495 0 07 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 45 3 0 07 Mar 2024
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning Deepanway Ghosal Vernon Toh Yan Han Chia Yew Ken Soujanya Poria ReLM LRM 117 5 0 06 Mar 2024
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models Gen Luo Yiyi Zhou Yuxin Zhang Xiawu Zheng Xiaoshuai Sun Rongrong Ji VLM 28 53 0 05 Mar 2024
MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer Jianjian Cao Peng Ye Shengze Li Chong Yu Yansong Tang Jiwen Lu Tao Chen 27 15 0 05 Mar 2024
Finetuned Multimodal Language Models Are High-Quality Image-Text Data Filters Weizhi Wang Khalil Mrini Linjie Yang Sateesh Kumar Yu Tian Xifeng Yan Heng Wang 30 16 0 05 Mar 2024
Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use Imad Eddine Toubal Aditya Avinash N. Alldrin Jan Dlabal Wenlei Zhou ... Chun-Ta Lu Howard Zhou Ranjay Krishna Ariel Fuxman Tom Duerig VLM 73 7 0 05 Mar 2024
VEglue: Testing Visual Entailment Systems via Object-Aligned Joint Erasing Zhiyuan Chang Mingyang Li Junjie Wang Cheng Li Qing Wang 22 0 0 05 Mar 2024
Enhancing Vision-Language Pre-training with Rich Supervisions Yuan Gao Kunyu Shi Pengkai Zhu Edouard Belval Oren Nuriel Srikar Appalaraju Shabnam Ghadar Vijay Mahadevan Zhuowen Tu Stefano Soatto VLM CLIP 62 12 0 05 Mar 2024
Contrastive Region Guidance: Improving Grounding in Vision-Language Models without Training David Wan Jaemin Cho Elias Stengel-Eskin Mohit Bansal VLM ObjD 46 29 0 04 Mar 2024
An Improved Traditional Chinese Evaluation Suite for Foundation Model Zhi Rui Tam Ya-Ting Pai Yen-Wei Lee Jun-Da Chen Wei-Min Chu Sega Cheng Hong-Han Shuai ELM 19 11 0 04 Mar 2024
NPHardEval4V: A Dynamic Reasoning Benchmark of Multimodal Large Language Models Lizhou Fan Wenyue Hua Xiang Li Kaijie Zhu Mingyu Jin ... Haoyang Ling Jinkui Chi Jindong Wang Xin Ma Yongfeng Zhang LRM 35 14 0 04 Mar 2024
Peacock: A Family of Arabic Multimodal Large Language Models and Benchmarks Fakhraddin Alwajih El Moatez Billah Nagoudi Gagan Bhatia Abdelrahman Mohamed Muhammad Abdul-Mageed VLM LRM 25 11 0 01 Mar 2024
The All-Seeing Project V2: Towards General Relation Comprehension of the Open World Weiyun Wang Yiming Ren Hao Luo Tiantong Li Chenxiang Yan ... Qingyun Li Lewei Lu Xizhou Zhu Yu Qiao Jifeng Dai MLLM 36 46 0 29 Feb 2024
Grounding Language Models for Visual Entity Recognition Zilin Xiao Ming Gong Paola Cascante-Bonilla Xingyao Zhang Jie Wu Vicente Ordonez VLM 33 8 0 28 Feb 2024
Generative AI for Unmanned Vehicle Swarms: Challenges, Applications and Opportunities Guangyuan Liu Nguyen Van Huynh Hongyang Du D. Hoang Dusit Niyato Kun Zhu Jiawen Kang Zehui Xiong Abbas Jamalipour Dong In Kim 47 13 0 28 Feb 2024
All in an Aggregated Image for In-Image Learning Lei Wang Wanyu Xu Zhiqiang Hu Yihuai Lan Shan Dong Hao Wang Roy Ka-Wei Lee Ee-Peng Lim VLM 43 1 0 28 Feb 2024
Probing Multimodal Large Language Models for Global and Local Semantic Representations Mingxu Tao Quzhe Huang Kun Xu Liwei Chen Yansong Feng Dongyan Zhao 19 5 0 27 Feb 2024
ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks Yang Liu Xiaomin Yu Gongyu Zhang Christos Bergeles Prokar Dasgupta Alejandro Granados Sebastien Ourselin 35 2 0 27 Feb 2024
VCD: Knowledge Base Guided Visual Commonsense Discovery in Images Xiangqing Shen Yurun Song Siwei Wu Rui Xia 33 6 0 27 Feb 2024
Measuring Vision-Language STEM Skills of Neural Models Jianhao Shen Ye Yuan Srbuhi Mirzoyan Ming Zhang Chenguang Wang VLM 33 8 0 27 Feb 2024
GAOKAO-MM: A Chinese Human-Level Benchmark for Multimodal Models Evaluation Yi Zong Xipeng Qiu ELM VLM 21 5 0 24 Feb 2024
Hal-Eval: A Universal and Fine-grained Hallucination Evaluation Framework for Large Vision Language Models Chaoya Jiang Wei Ye Mengfan Dong Hongrui Jia Haiyang Xu Mingshi Yan Ji Zhang Shikun Zhang VLM MLLM 35 15 0 24 Feb 2024
Selective "Selective Prediction": Reducing Unnecessary Abstention in Vision-Language Reasoning Tejas Srinivasan Jack Hessel Tanmay Gupta Bill Yuchen Lin Yejin Choi Jesse Thomason Khyathi Raghavi Chandu 19 6 0 23 Feb 2024
Multimodal Transformer With a Low-Computational-Cost Guarantee Sungjin Park Edward Choi 30 1 0 23 Feb 2024