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MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models

26 May 2025

Papers citing "MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models"

48 / 48 papers shown

Title
ProFashion: Prototype-guided Fashion Video Generation with Multiple Reference Images Xianghao Kong Qiaosong Qi Yuanbin Wang Anyi Rao Biaolong Chen Aixi Zhang Si Liu Hao Jiang DiffM VGen 51 1 0 10 May 2025
DreamO: A Unified Framework for Image Customization Chong Mou Yanze Wu Wenxu Wu Zinan Guo Pengze Zhang ... Shaojin Wu Songtao Zhao Jian Zhang Qian He Xinglong Wu 115 3 0 23 Apr 2025
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs Jiarui Wang Huiyu Duan Yu Zhao Juntong Wang Guangtao Zhai Xiongkuo Min MLLM EGVM LM&MA 83 3 0 11 Apr 2025
Personalize Anything for Free with Diffusion Transformer Haoran Feng Zehuan Huang Lin Li Hairong Lv Lu Sheng DiffM 123 5 0 16 Mar 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 327 685 0 20 Feb 2025
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Xiaokang Chen Zhiyu Wu Xingchao Liu Zizheng Pan Wen Liu Zhenda Xie X. Yu Chong Ruan AI4TS 143 159 0 29 Jan 2025
EasyRef: Omni-Generalized Group Image Reference for Diffusion Models via Multimodal LLM Zhuofan Zong Dongzhi Jiang Bingqi Ma Guanglu Song Hao Shao Dazhong Shen Yang Liu Hongsheng Li VLM 82 8 0 12 Dec 2024
T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts Ziwei Huang Wanggui He Quanyu Long Yandi Wang Haoyuan Li ... Fangxun Shu Long Chen Hao Jiang Leilei Gan Leilei Gan EGVM 481 4 0 05 Dec 2024
VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? Yunlong Tang Junjia Guo Hang Hua Susan Liang Mingqian Feng ... Chao Huang Jing Bi Zeliang Zhang Pooyan Fazli Chenliang Xu CoGe 112 11 0 17 Nov 2024
MMCOMPOSITION: Revisiting the Compositionality of Pre-trained Vision-Language Models Hang Hua Yunlong Tang Ziyun Zeng Liangliang Cao Zhengyuan Yang Hangfeng He Chenliang Xu Jiebo Luo VLM CoGe 70 13 0 13 Oct 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 110 232 0 27 Sep 2024
GroundingBooth: Grounding Text-to-Image Customization Zhexiao Xiong Wei Xiong Jing Shi He Zhang Yizhi Song Nathan Jacobs DiffM 109 9 0 13 Sep 2024
DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation Yuang Peng Yuxin Cui Haomiao Tang Zekun Qi Runpei Dong Jing Bai Chunrui Han Zheng Ge Xiangyu Zhang Shu-Tao Xia EGVM 142 38 0 24 Jun 2024
GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation Baiqi Li Zhiqiu Lin Deepak Pathak Jiayao Li Yixin Fei ... Tiffany Ling Xide Xia Pengchuan Zhang Graham Neubig Deva Ramanan EGVM 108 37 0 19 Jun 2024
Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense? Xingyu Fu Muyu He Yujie Lu William Yang Wang Dan Roth EGVM LRM 71 21 0 11 Jun 2024
MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance X. Wang Siming Fu Qihan Huang Wanggui He Hao Jiang DiffM 94 53 0 11 Jun 2024
Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding Zhimin Li Jianwei Zhang Qin Lin Jiangfeng Xiong Yanxin Long ... Wei Liu Dingyong Wang Yong Yang Jie Jiang Qinglin Lu ViT 125 118 0 14 May 2024
Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings Olivia Wiles Chuhan Zhang Isabela Albuquerque Ivana Kajić Su Wang ... Jordi Pont-Tuset Aida Nematzadeh Anant Nawalgaria Jordi Pont-Tuset Aida Nematzadeh EGVM 201 22 0 25 Apr 2024
FINEMATCH: Aspect-based Fine-grained Image and Text Mismatch Detection and Correction Hang Hua Jing Shi Kushal Kafle Simon Jenni Daoan Zhang John Collomosse Scott D. Cohen Jiebo Luo CoGe VLM 78 12 0 23 Apr 2024
Evaluating Text-to-Visual Generation with Image-to-Text Generation Zhiqiu Lin Deepak Pathak Baiqi Li Jiayao Li Xide Xia Graham Neubig Pengchuan Zhang Deva Ramanan EGVM 113 171 0 01 Apr 2024
ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment Xiwei Hu Rui Wang Yixiao Fang Bin-Bin Fu Pei Cheng Gang Yu VLM 97 94 0 08 Mar 2024
CogView3: Finer and Faster Text-to-Image Generation via Relay Diffusion Wendi Zheng Jiayan Teng Zhuoyi Yang Weihan Wang Jidong Chen Xiaotao Gu Yuxiao Dong Ming Ding Jie Tang DiffM 92 39 0 08 Mar 2024
PixArt-Σ: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation Junsong Chen Chongjian Ge Enze Xie Yue Wu Lewei Yao Xiaozhe Ren Zhongdao Wang Ping Luo Huchuan Lu Zhenguo Li 195 121 0 07 Mar 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 288 1,388 0 05 Mar 2024
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion Wei Li Xue Xu Jiachen Liu Xinyan Xiao 32 8 0 24 Jan 2024
InstantID: Zero-shot Identity-Preserving Generation in Seconds Qixun Wang Xu Bai Haofan Wang Zekui Qin Anthony Chen Huaxia Li Xu Tang Feng-Long Xie 81 255 0 15 Jan 2024
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 151 288 0 20 Dec 2023
PF-LRM: Pose-Free Large Reconstruction Model for Joint Pose and Shape Prediction Peng Wang Hao Tan Sai Bi Yinghao Xu Fujun Luan Kalyan Sunkavalli Wenping Wang Zexiang Xu Kai Zhang 59 108 0 20 Nov 2023
Holistic Evaluation of Text-To-Image Models Tony Lee Michihiro Yasunaga Chenlin Meng Yifan Mai Joon Sung Park ... Jun-Yan Zhu Fei-Fei Li Jiajun Wu Stefano Ermon Percy Liang 212 139 0 07 Nov 2023
Are These the Same Apple? Comparing Images Based on Object Intrinsics Klemen Kotar Stephen Tian Hong-Xing Yu Daniel L. K. Yamins Jiajun Wu 63 7 0 01 Nov 2023
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation Jaemin Cho Yushi Hu Roopal Garg Peter Anderson Ranjay Krishna Jason Baldridge Mohit Bansal Jordi Pont-Tuset Su Wang EGVM 56 81 0 27 Oct 2023
GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment Dhruba Ghosh Hanna Hajishirzi Ludwig Schmidt 89 200 0 17 Oct 2023
Perceptual Artifacts Localization for Image Synthesis Tasks Lingzhi Zhang Zhengjie Xu Connelly Barnes Yuqian Zhou Qing Liu He Zhang Sohrab Amirghodsi Zhe Lin Eli Shechtman Jianbo Shi DiffM 70 27 0 09 Oct 2023
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models Hu Ye Jun Zhang Siyi Liu Xiao Han Wei Yang DiffM 100 802 0 13 Aug 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 242 2,440 0 04 Jul 2023
BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing Dongxu Li Junnan Li Steven C. H. Hoi 80 327 0 24 May 2023
What You See is What You Read? Improving Text-Image Alignment Evaluation Michal Yarom Yonatan Bitton Soravit Changpinyo Roee Aharoni Jonathan Herzig Oran Lang E. Ofek Idan Szpektor EGVM 95 85 0 17 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 364 3,479 0 14 Apr 2023
InstantBooth: Personalized Text-to-Image Generation without Test-Time Finetuning Jing Shi Wei Xiong Zhe Lin H. J. Jung DiffM 164 294 0 06 Apr 2023
TIFA: Accurate and Interpretable Text-to-Image Faithfulness Evaluation with Question Answering Yushi Hu Benlin Liu Jungo Kasai Yizhong Wang Mari Ostendorf Ranjay Krishna Noah A. Smith EGVM 65 238 0 21 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,699 0 15 Mar 2023
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 160 874 0 08 Dec 2022
PromptCap: Prompt-Guided Task-Aware Image Captioning Yushi Hu Hang Hua Zhengyuan Yang Weijia Shi Noah A. Smith Jiebo Luo 96 104 0 15 Nov 2022
Imagic: Text-Based Real Image Editing with Diffusion Models Bahjat Kawar Shiran Zada Oran Lang Omer Tov Hui-Tang Chang Tali Dekel Inbar Mosseri Michal Irani 81 1,101 0 17 Oct 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 279 2,885 0 25 Aug 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 164 1,894 0 02 Aug 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 192 1,129 0 22 Jun 2022
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,810 0 26 Feb 2021