Title
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities X. Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 57 0 0 05 May 2025
VideoAuteur: Towards Long Narrative Video Generation Junfei Xiao Feng Cheng Lu Qi Liangke Gui Jiepeng Cen Zhibei Ma Alan L. Yuille Lu Jiang VGen 42 2 0 10 Jan 2025
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 42 45 1 15 Nov 2024
CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation Wei Chen Lin Li Yongqi Yang Bin Wen Fan Yang Tingting Gao Yu Wu Long Chen VLM VGen 38 6 0 15 Jun 2024
DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception Run Luo Yunshui Li Longze Chen Wanwei He Ting-En Lin ... Zikai Song Xiaobo Xia Tongliang Liu Min Yang Binyuan Hui VLM DiffM 46 14 0 24 May 2024
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 150 280 0 14 Oct 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Pretraining is All You Need for Image-to-Image Translation Tengfei Wang Ting Zhang Bo Zhang Hao Ouyang Dong Chen Qifeng Chen Fang Wen DiffM 176 147 0 25 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 378 4,010 0 28 Jan 2022
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 3,790 0 24 Feb 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 845 0 17 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 291 2,875 0 11 Feb 2021
Imagine This! Scripts to Compositions to Videos Tanmay Gupta Dustin Schwenk Ali Farhadi Derek Hoiem Aniruddha Kembhavi CoGe VGen 107 76 0 10 Apr 2018