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MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs

1 July 2024

Papers citing "MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs"

50 / 69 papers shown

Title
IFEval-Audio: Benchmarking Instruction-Following Capability in Audio-based Large Language Models Yiming Gao Bin Wang Chengwei Wei Shuo Sun AiTi Aw MLLM AuLLM 38 0 0 22 May 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Yuhang Cao Dahua Lin Jiaqi Wang OffRL 136 5 0 10 Apr 2025
OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference Xiangyu Zhao Shengyuan Ding Zicheng Zhang Haian Huang Maosong Cao ... Wenhai Wang Guangtao Zhai Haodong Duan Hua Yang Kai Chen 173 7 0 25 Feb 2025
Magnifier Prompt: Tackling Multimodal Hallucination via Extremely Simple Instructions Yuhan Fu Ruobing Xie Jiazhen Liu Bangxiang Lan Xingwu Sun Zhanhui Kang Xirong Li VLM LRM MLLM 118 0 0 24 Feb 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 217 25 0 21 Jan 2025
From Simple to Professional: A Combinatorial Controllable Image Captioning Agent Xinran Wang Muxi Diao Baoteng Li Hao Zhang Kongming Liang Zejun Ma MLLM CLIP 122 0 0 15 Dec 2024
JMMMU: A Japanese Massive Multi-discipline Multimodal Understanding Benchmark for Culture-aware Evaluation Shota Onohara Atsuyuki Miyai Yuki Imajuku Kazuki Egashira Jeonghun Baek Xiang Yue Graham Neubig Kiyoharu Aizawa OSLM 232 6 0 22 Oct 2024
HumanEval-V: Evaluating Visual Understanding and Reasoning Abilities of Large Multimodal Models Through Coding Tasks Fengji Zhang Linquan Wu Huiyu Bai Guancheng Lin Xiao Li Xiao Yu Yue Wang Bei Chen Jacky Keung MLLM ELM LRM 95 0 0 16 Oct 2024
Aria: An Open Multimodal Native Mixture-of-Experts Model Dongxu Li Yudong Liu Haoning Wu Yue Wang Zhiqi Shen ... Lihuan Zhang Hanshu Yan Guoyin Wang Bei Chen Junnan Li MoE 112 65 0 08 Oct 2024
ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models Ziyue Wang Chi Chen Ziyue Wang Yurui Dong Yuanchi Zhang Yuzhuang Xu Xiaolong Wang Ziwei Sun Yang Liu LRM 102 3 0 07 Oct 2024
A Survey on Multimodal Benchmarks: In the Era of Large AI Models Lin Li Guikun Chen Hanrong Shi Jun Xiao Long Chen 119 11 0 21 Sep 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 180 179 0 16 Jul 2024
Vibe-Eval: A hard evaluation suite for measuring progress of multimodal language models Piotr Padlewski Max Bain Matthew Henderson Zhongkai Zhu Nishant Relan ... Che Zheng Cyprien de Masson dÁutume Dani Yogatama Mikel Artetxe Yi Tay VLM 132 27 0 03 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 103 177 0 03 May 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 136 642 0 25 Apr 2024
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone Marah Abdin Sam Ade Jacobs A. A. Awan J. Aneja Ahmed Hassan Awadallah ... Li Zhang Yi Zhang Yue Zhang Yunan Zhang Xiren Zhou LRM ALM 169 1,265 0 22 Apr 2024
Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models Haotian Zhang Haoxuan You Philipp Dufter Bowen Zhang Chen Chen ... Tsu-Jui Fu William Y. Wang Shih-Fu Chang Zhe Gan Yinfei Yang ObjD MLLM 143 51 0 11 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 113 127 0 09 Apr 2024
Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs Keen You Haotian Zhang E. Schoop Floris Weers Amanda Swearngin Jeffrey Nichols Yinfei Yang Zhe Gan MLLM 98 93 0 08 Apr 2024
Are We on the Right Way for Evaluating Large Vision-Language Models? Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Yuhang Zang ... Haodong Duan Jiaqi Wang Yu Qiao Dahua Lin Feng Zhao VLM 135 302 0 29 Mar 2024
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Yanwei Li Yuechen Zhang Chengyao Wang Zhisheng Zhong Yixin Chen Ruihang Chu Shaoteng Liu Jiaya Jia VLM MLLM MoE 112 238 0 27 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 311 573 0 07 Mar 2024
How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts Yusu Qian Haotian Zhang Yinfei Yang Zhe Gan 182 30 0 20 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 212 116 0 08 Feb 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 262 1,216 0 21 Dec 2023
Generative Multimodal Models are In-Context Learners Quan-Sen Sun Yufeng Cui Xiaosong Zhang Fan Zhang Qiying Yu ... Yueze Wang Yongming Rao Jingjing Liu Tiejun Huang Xinlong Wang MLLM LRM 155 290 0 20 Dec 2023
VILA: On Pre-training for Visual Language Models Ji Lin Hongxu Yin Ming-Yu Liu Yao Lu Pavlo Molchanov Andrew Tao Huizi Mao Jan Kautz Mohammad Shoeybi Song Han MLLM VLM 112 429 0 12 Dec 2023
LLaVA-Grounding: Grounded Visual Chat with Large Multimodal Models Hao Zhang Hongyang Li Feng Li Tianhe Ren Xueyan Zou ... Shijia Huang Jianfeng Gao Lei Zhang Chun-yue Li Jianwei Yang 179 75 0 05 Dec 2023
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback M. Steyvers Yuan Yao Haoye Zhang Taiwen He Yifeng Han ... Xinyue Hu Zhiyuan Liu Hai-Tao Zheng Maosong Sun Tat-Seng Chua MLLM VLM 208 230 0 01 Dec 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 272 960 0 27 Nov 2023
ShareGPT4V: Improving Large Multi-Modal Models with Better Captions Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Conghui He Jiaqi Wang Feng Zhao Dahua Lin MLLM VLM 200 682 0 21 Nov 2023
InfiMM-Eval: Complex Open-Ended Reasoning Evaluation For Multi-Modal Large Language Models Xiaotian Han Quanzeng You Yongfei Liu Wentao Chen Huangjie Zheng ... Yiqi Wang Bohan Zhai Jianbo Yuan Heng Wang Hongxia Yang ReLM LRM ELM 157 10 0 20 Nov 2023
Instruction-Following Evaluation for Large Language Models Jeffrey Zhou Tianjian Lu Swaroop Mishra Siddhartha Brahma Sujoy Basu Yi Luan Denny Zhou Le Hou ELM ALM LRM 87 297 0 14 Nov 2023
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Ziyi Lin Chris Liu Renrui Zhang Peng Gao Longtian Qiu ... Siyuan Huang Yichi Zhang Xuming He Hongsheng Li Yu Qiao MLLM VLM 92 230 0 13 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 228 421 0 07 Nov 2023
CogVLM: Visual Expert for Pretrained Language Models Weihan Wang Qingsong Lv Wenmeng Yu Wenyi Hong Ji Qi ... Bin Xu Juanzi Li Yuxiao Dong Ming Ding Jie Tang VLM MLLM 128 515 0 06 Nov 2023
Ferret: Refer and Ground Anything Anywhere at Any Granularity Haoxuan You Haotian Zhang Zhe Gan Xianzhi Du Bowen Zhang Zirui Wang Liangliang Cao Shih-Fu Chang Yinfei Yang ObjD MLLM VLM 113 328 0 11 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 181 2,826 0 05 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 128 665 0 03 Oct 2023
Guiding Instruction-based Image Editing via Multimodal Large Language Models Johannes Frey Wenze Hu Xianzhi Du William Yang Wang Yinfei Yang Zhe Gan 108 98 0 29 Sep 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 124 395 0 25 Sep 2023
Large Multilingual Models Pivot Zero-Shot Multimodal Learning across Languages Jinyi Hu Yuan Yao Chong Wang Shanonan Wang Yinxu Pan ... Yankai Lin Jiao Xue Dahai Li Zhiyuan Liu Maosong Sun MLLM VLM 97 55 0 23 Aug 2023
VisIT-Bench: A Benchmark for Vision-Language Instruction Following Inspired by Real-World Use Yonatan Bitton Hritik Bansal Jack Hessel Rulin Shao Wanrong Zhu Anas Awadalla Josh Gardner Rohan Taori L. Schimdt VLM 120 82 0 12 Aug 2023
Detecting and Preventing Hallucinations in Large Vision Language Models Anisha Gunjal Jihan Yin Erhan Bas MLLM VLM 77 174 0 11 Aug 2023
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities Weihao Yu Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin Zicheng Liu Xinchao Wang Lijuan Wang MLLM 117 719 0 04 Aug 2023
LISA: Reasoning Segmentation via Large Language Model Xin Lai Zhuotao Tian Yukang Chen Yanwei Li Yuhui Yuan Shu Liu Jiaya Jia LM&Ro VLM MLLM LRM 162 461 0 01 Aug 2023
SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Bohao Li Rui Wang Guangzhi Wang Yuying Ge Yixiao Ge Ying Shan MLLM ELM 126 572 0 30 Jul 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 133 1,059 0 12 Jul 2023
mPLUG-DocOwl: Modularized Multimodal Large Language Model for Document Understanding Jiabo Ye Anwen Hu Haiyang Xu Qinghao Ye Mingshi Yan ... Chenliang Li Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang VLM MLLM 84 128 0 04 Jul 2023
Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic Ke Chen Zhao Zhang Weili Zeng Richong Zhang Feng Zhu Rui Zhao ObjD 108 651 0 27 Jun 2023