Title
R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation Kaijie Chen Zihao Lin Zhiyang Xu Ying Shen Yuguang Yao Joy Rimchala Jiaxin Zhang Lifu Huang EGVM LRM 25 0 0 29 May 2025
OmniGenBench: A Benchmark for Omnipotent Multimodal Generation across 50+ Tasks Jiayu Wang Yang Jiao Yue Yu Tianwen Qian Shaoxiang Chen Jingjing Chen Yu Jiang MLLM LM&MA ELM 28 0 0 24 May 2025
ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Litao Guo Xinli Xu Luozhou Wang Jiantao Lin Jinsong Zhou Zixin Zhang Bolan Su Ying-Cong Chen LLMAG LRM 36 0 0 23 May 2025
Co-Reinforcement Learning for Unified Multimodal Understanding and Generation Jingjing Jiang Chongjie Si Jun Luo Hanwang Zhang Chao Ma 74 0 0 23 May 2025
KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Yongliang Wu Zonghui Li Xinting Hu Xinyu Ye Xianfang Zeng Gang Yu Wenbo Zhu Bernt Schiele Ming-Hsuan Yang Xu Yang VLM 43 0 0 22 May 2025
MMaDA: Multimodal Large Diffusion Language Models Ling Yang Ye Tian Bowen Li Xinchen Zhang Ke Shen Yunhai Tong Mengdi Wang VLM LRM 59 2 0 21 May 2025
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO Yicheng Xiao Lin Song Yukang Chen Yingmin Luo Yuxin Chen Yukang Gan Wei Huang Xiu Li Xiaojuan Qi Ying Shan LRM 26 2 0 19 May 2025
SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning Yang Liu Ming Ma Xiaomin Yu Pengxiang Ding Han Zhao Mingyang Sun Siteng Huang Donglin Wang LRM 64 0 0 18 May 2025
VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations on Synthetic Video Understanding Zongxia Li Xiyang Wu Guangyao Shi Yubin Qin Hongyang Du Tianyi Zhou Dinesh Manocha Jordan Lee Boyd-Graber MLLM 72 0 0 02 May 2025
WorldGenBench: A World-Knowledge-Integrated Benchmark for Reasoning-Driven Text-to-Image Generation D. Zhang Che Jiang Ruoshi Xu Biaoxiang Chen Zijian Jin Yutian Lu Jianguo Zhang Liang Yong Jiebo Luo Shengda Luo VLM 60 0 0 02 May 2025
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT D. Jiang Ziyu Guo Renrui Zhang Zhuofan Zong Hao Li Le Zhuo Shilin Yan Pheng-Ann Heng Haoyang Li LRM 85 14 0 01 May 2025
Have we unified image generation and understanding yet? An empirical study of GPT-4o's image generation ability Ning Li Jingran Zhang Justin Cui MLLM 119 2 0 09 Apr 2025
Transfer between Modalities with MetaQueries Xichen Pan Satya Narayan Shukla Aashu Singh Zhuokai Zhao Shlok Kumar Mishra ... Jiuhai Chen Kunpeng Li F. Xu Ji Hou Saining Xie DiffM 58 12 0 08 Apr 2025
Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing Xiangyu Zhao Peiyuan Zhang Kexian Tang Hao Li Zicheng Zhang ... Guangtao Zhai Junchi Yan Hua Yang Xue Yang Haodong Duan VLM LRM 98 5 0 03 Apr 2025
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation Zhiyuan Yan Junyan Ye Weijia Li Zilong Huang Shenghai Yuan Xiangyang He Kaiqing Lin Jun-Jian He Conghui He Li Yuan MLLM EGVM 102 16 0 03 Apr 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu Wentao Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 290 5 0 27 Mar 2025
LangBridge: Interpreting Image as a Combination of Language Embeddings Jiaqi Liao Yuwei Niu Fanqing Meng Hao Li Changyao Tian ... Dianqi Li X. Zhu Li Yuan Jifeng Dai Yu Cheng MLLM 86 0 0 25 Mar 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 39 113 0 29 Jan 2025
Next Patch Prediction for Autoregressive Visual Generation Yatian Pang Peng Jin Shuo Yang Bin Lin Bin Zhu ... Liuhan Chen Francis E. H. Tay Ser-Nam Lim Harry Yang Li Yuan 156 10 0 19 Dec 2024
MetaMorph: Multimodal Understanding and Generation via Instruction Tuning Shengbang Tong David Fan Jiachen Zhu Yunyang Xiong Xinlei Chen Koustuv Sinha Michael G. Rabbat Yann LeCun Saining Xie Zhuang Liu VLM 84 36 0 18 Dec 2024
SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding Hao Li Changyao Tian Jie Shao X. Zhu Zhaokai Wang ... Wenhan Dou Xiaogang Wang Hongsheng Li Lewei Lu Jifeng Dai MLLM 95 12 0 12 Dec 2024
Multimodal Latent Language Modeling with Next-Token Diffusion Yutao Sun Hangbo Bao Wenhui Wang Zhiliang Peng Li Dong Shaohan Huang Jianyong Wang Furu Wei 75 11 0 11 Dec 2024
Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis J. N. Han Jinlai Liu Yi Jiang Bin Yan Yuqi Zhang Zehuan Yuan Bingyue Peng Xiaobing Liu 78 43 0 05 Dec 2024
Open-Sora Plan: Open-Source Large Video Generation Model Bin Lin Yunyang Ge Xinhua Cheng Zongjian Li Bin Zhu ... Zhang Pan Xing Zhou Shaoling Dong Yonghong Tian Li-xin Yuan VLM VGen 136 68 0 28 Nov 2024
Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads Siqi Kou Jiachun Jin Chang Liu Ye Ma Jian Jia Quan Chen Peng Jiang Zhijie Deng Zhijie Deng DiffM VGen VLM 159 9 0 28 Nov 2024
Evaluating the Generation of Spatial Relations in Text and Image Generative Models Shang Hong Sim Clarence Lee A. Tan Cheston Tan EGVM 41 3 0 12 Nov 2024
Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous Tokens Lijie Fan Tianhong Li Siyang Qin Yuanzhen Li Chen Sun Michael Rubinstein Deqing Sun Kaiming He Yonglong Tian VLM DiffM 77 50 0 17 Oct 2024
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation Chengyue Wu Xiaokang Chen Z. F. Wu Yiyang Ma Xingchao Liu ... Wen Liu Zhenda Xie Xingkai Yu Chong Ruan Ping Luo AI4TS 93 89 0 17 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 61 183 0 27 Sep 2024
ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty Xindi Wu Dingli Yu Yangsibo Huang Olga Russakovsky Sanjeev Arora CoGe EGVM 62 18 0 26 Aug 2024
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation Jinheng Xie Weijia Mao Zechen Bai David Junhao Zhang Weihao Wang Kevin Qinghong Lin Yuchao Gu Zhijie Chen Zhenheng Yang Mike Zheng Shou 75 188 0 22 Aug 2024
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model Chunting Zhou Lili Yu Arun Babu Kushal Tirumala Michihiro Yasunaga Leonid Shamis Jacob Kahn Xuezhe Ma Luke Zettlemoyer Omer Levy DiffM 66 165 0 20 Aug 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 61 31 0 19 Jun 2024
PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models Fanqing Meng Wenqi Shao Lixin Luo Yahong Wang Yiran Chen ... Yue Yang Tianshuo Yang Kaipeng Zhang Yu Qiao Ping Luo EGVM 65 10 0 17 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 36 19 0 11 Jun 2024
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation Peize Sun Yi Jiang Shoufa Chen Shilong Zhang Bingyue Peng Ping Luo Zehuan Yuan VLM 75 253 0 10 Jun 2024
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 98 290 0 16 May 2024
SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation Yuying Ge Sijie Zhao Jinguo Zhu Yixiao Ge Kun Yi Lin Song Chen Li Xiaohan Ding Ying Shan VLM 77 120 0 22 Apr 2024
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction Keyu Tian Yi Jiang Zehuan Yuan Bingyue Peng Liwei Wang VGen 68 281 0 03 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 62 143 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 64 74 0 08 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 197 1,187 0 05 Mar 2024
Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation Daiqing Li Aleks Kamko Ehsan Akhgari Ali Sabet Linmiao Xu Suhail Doshi 29 97 0 27 Feb 2024
GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment Dhruba Ghosh Hanna Hajishirzi Ludwig Schmidt 58 167 0 17 Oct 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 151 2,242 0 04 Jul 2023
Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis Xiaoshi Wu Yiming Hao Keqiang Sun Yixiong Chen Feng Zhu Rui Zhao Hongsheng Li 55 274 0 15 Jun 2023
KoLA: Carefully Benchmarking World Knowledge of Large Language Models Jifan Yu Xiaozhi Wang Shangqing Tu S. Cao Daniel Zhang-Li ... Lei Hou Zhiyuan Liu Bin Xu Jie Tang Juanzi Li ELM ALM 46 67 0 15 Jun 2023
ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation Jiazheng Xu Xiao Liu Yuchen Wu Yuxuan Tong Qinkai Li Ming Ding Jie Tang Yuxiao Dong 69 349 0 12 Apr 2023
Text-to-image Diffusion Models in Generative AI: A Survey Chenshuang Zhang Chaoning Zhang Mengchun Zhang In So Kweon VLM 67 276 0 14 Mar 2023
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Zou VLM CoGe 42 378 0 04 Oct 2022