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"

21 / 21 papers shown

Title
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Y. Cao D. Lin Jiaqi Wang OffRL 46 1 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 81 6 0 25 Feb 2025
Magnifier Prompt: Tackling Multimodal Hallucination via Extremely Simple Instructions Yuhan Fu Ruobing Xie Jiazhen Liu Bangxiang Lan X. Sun Zhanhui Kang Xirong Li VLM LRM MLLM 52 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 W. Zhang Kai Chen D. Lin Jiaqi Wang VLM 68 17 0 21 Jan 2025
From Simple to Professional: A Combinatorial Controllable Image Captioning Agent Xinran Wang Muxi Diao Baoteng Li H. Zhang Kongming Liang Z. Ma MLLM CLIP 77 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 64 1 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 22 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 49 48 0 08 Oct 2024
ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models Ziyue Wang Chi Chen Fuwen Luo Yurui Dong Yuanchi Zhang Yuzhuang Xu Xiaolong Wang Peng Li Yang Liu LRM 28 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 34 8 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 32 111 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 82 26 0 03 May 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 Yang Wang Shih-Fu Chang Zhe Gan Yinfei Yang ObjD MLLM 93 42 0 11 Apr 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 116 106 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 126 895 0 21 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 87 68 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 125 176 0 01 Dec 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 114 367 0 07 Nov 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 198 883 0 27 Apr 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022