Title
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 134 16 0 01 Jul 2024
MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation Jinsheng Huang Liang Chen Taian Guo Fu Zeng Yusheng Zhao ... Wei Ju Luchen Liu Tianyu Liu Baobao Chang Ming Zhang 99 6 0 29 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 Tingting Gao Xi Li MoE 87 2 0 28 Jun 2024
VoCo-LLaMA: Towards Vision Compression with Large Language Models Xubing Ye Yukang Gan Xiaoke Huang Yixiao Ge Yansong Tang MLLM VLM 71 24 0 18 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 86 3 0 17 Jun 2024
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models Hengyi Wang Haizhou Shi Shiwei Tan Weiyi Qin Wenyuan Wang Tunyu Zhang A. Nambi T. Ganu Hao Wang 78 18 0 17 Jun 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 105 29 0 17 Jun 2024
ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation Cheng Yang Chufan Shi Yaxin Liu Bo Shui Junjie Wang ... Yuxiang Zhang Gongye Liu Xiaomei Nie Deng Cai Yujiu Yang MLLM LRM 67 25 0 14 Jun 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 84 19 0 13 Jun 2024
F-LMM: Grounding Frozen Large Multimodal Models Size Wu Sheng Jin Wenwei Zhang Lumin Xu Wentao Liu Wei Li Chen Change Loy MLLM 101 14 0 09 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 103 34 0 07 Jun 2024
Parrot: Multilingual Visual Instruction Tuning Hai-Long Sun Da-Wei Zhou Yangfu Li Shiyin Lu Chao Yi ... Zhao Xu Weihua Luo Kaifu Zhang De-Chuan Zhan Han-Jia Ye MLLM 68 10 0 04 Jun 2024
MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification Laura Fieback Jakob Spiegelberg Hanno Gottschalk MLLM 100 5 0 29 May 2024
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models Zejun Li Ruipu Luo Jiwen Zhang Minghui Qiu Zhongyu Wei Zhongyu Wei LRM MLLM 106 14 0 27 May 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Dinesh Manocha Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 106 35 0 24 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 88 8 0 23 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 97 13 0 21 May 2024
THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models Prannay Kaul Zhizhong Li Hao Yang Yonatan Dukler Ashwin Swaminathan C. Taylor Stefano Soatto HILM 104 16 0 08 May 2024
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 129 167 0 29 Apr 2024
An empirical study of LLaMA3 quantization: from LLMs to MLLMs Wei Huang Xingyu Zheng Xudong Ma Haotong Qin Chengtao Lv Hong Chen Jie Luo Xiaojuan Qi Xianglong Liu Michele Magno MQ 83 41 0 22 Apr 2024
Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want Weifeng Lin Xinyu Wei Ruichuan An Peng Gao Bocheng Zou Yulin Luo Siyuan Huang Shanghang Zhang Hongsheng Li VLM 127 36 0 29 Mar 2024
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models Yifan Li Hangyu Guo Kun Zhou Wayne Xin Zhao Ji-Rong Wen 72 48 0 14 Mar 2024
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models Xiujie Song Mengyue Wu Ke Zhu Chunhao Zhang Yanyi Chen LRM ELM 63 3 0 28 Feb 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 153 112 0 08 Feb 2024
GOAT-Bench: Safety Insights to Large Multimodal Models through Meme-Based Social Abuse Hongzhan Lin Ziyang Luo Bo Wang Ruichao Yang Jing Ma 72 28 0 03 Jan 2024
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 163 1,756 0 28 Sep 2023
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 116 231 0 26 Sep 2023
GPT4RoI: Instruction Tuning Large Language Model on Region-of-Interest Shilong Zhang Pei Sun Shoufa Chen Min Xiao Wenqi Shao Wenwei Zhang Yu Liu Kai-xiang Chen Ping Luo VLM MLLM 124 231 0 07 Jul 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 257 4,186 0 09 Jun 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 244 931 0 27 Apr 2023
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 290 3,458 0 29 Apr 2022
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 185 1,398 0 03 Nov 2021
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 98 1,520 0 18 Mar 2021
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Vlad Hosu Hanhe Lin T. Szirányi Dietmar Saupe 92 561 0 14 Oct 2019
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 57 1,174 0 18 Apr 2019
VizWiz Grand Challenge: Answering Visual Questions from Blind People Danna Gurari Qing Li Abigale Stangl Anhong Guo Chi Lin Kristen Grauman Jiebo Luo Jeffrey P. Bigham CoGe 70 831 0 22 Feb 2018
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 280 2,346 0 20 Dec 2016
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 299 3,187 0 02 Dec 2016
Microsoft COCO Captions: Data Collection and Evaluation Server Xinlei Chen Hao Fang Nayeon Lee Ramakrishna Vedantam Saurabh Gupta Piotr Dollar C. L. Zitnick 163 2,461 0 01 Apr 2015