Computer Vision and Pattern Recognition · Computer Science
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
Chengyue Wu, Xiaokang Chen, Zhiyu Wu, Yiyang Ma +7
2024-10-18
Computer Vision and Pattern Recognition · Computer Science
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation
Junying Chen, Zhenyang Cai, Pengcheng Chen, Shunian Chen +4
2025-06-24
Computer Vision and Pattern Recognition · Computer Science
Janus-Pro-R1: Advancing Collaborative Visual Comprehension and Generation via Reinforcement Learning
Kaihang Pan, Yang Wu, Wendong Bu, Kai Shen +8
2025-10-22
Computer Vision and Pattern Recognition · Computer Science
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
Yiyang Ma, Xingchao Liu, Xiaokang Chen, Wen Liu +10
2025-03-25
Computation and Language · Computer Science
UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning
Wei Li, Can Gao, Guocheng Niu, Xinyan Xiao +4
2022-03-15
Computer Vision and Pattern Recognition · Computer Science
Steering Visual Generation in Unified Multimodal Models with Understanding Supervision
Zeyu Liu, Zanlin Ni, Yang Yue, Cheng Da +4
2026-05-08
Machine Learning · Computer Science
Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale
Yicheng Zou, Dongsheng Zhu, Lin Zhu, Tong Zhu +173
2026-04-03
Computer Vision and Pattern Recognition · Computer Science
Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action
Jiasen Lu, Christopher Clark, Sangho Lee, Zichen Zhang +4
2023-12-29
Artificial Intelligence · Computer Science
UniDoc: A Universal Large Multimodal Model for Simultaneous Text Detection, Recognition, Spotting and Understanding
Hao Feng, Zijian Wang, Jingqun Tang, Jinghui Lu +3
2023-09-06
Computer Vision and Pattern Recognition · Computer Science
Learning to Generate via Understanding: Understanding-Driven Intrinsic Rewarding for Unified Multimodal Models
Jiadong Pan, Liang Li, Yuxin Peng, Yu-Ming Tang +5
2026-03-09
Computer Vision and Pattern Recognition · Computer Science
Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark
Kai Zou, Ziqi Huang, Yuhao Dong, Shulin Tian +6
2026-04-21
Computation and Language · Computer Science
MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark
Xiang Yue, Tianyu Zheng, Yuansheng Ni, Yubo Wang +9
2025-05-23
Computer Vision and Pattern Recognition · Computer Science
Uni-RS: A Spatially Faithful Unified Understanding and Generation Model for Remote Sensing
Weiyu Zhang, Yuan Hu, Yong Li, Yu Liu
2026-01-27
Computer Vision and Pattern Recognition · Computer Science
Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space
Hong Zhang, Zhongjie Duan, Xingjun Wang, Yuze Zhao +5
2025-07-16
Computer Vision and Pattern Recognition · Computer Science
ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance
Chunwei Wang, Guansong Lu, Junwei Yang, Runhui Huang +4
2024-12-10
Computer Vision and Pattern Recognition · Computer Science
Unison: A Fully Automatic, Task-Universal, and Low-Cost Framework for Unified Understanding and Generation
Shihao Zhao, Yitong Chen, Zeyinzi Jiang, Bojia Zi +4
2025-12-09
Computation and Language · Computer Science
Gemini: A Family of Highly Capable Multimodal Models
Gemini Team, Rohan Anil, Sebastian Borgeaud, Jean-Baptiste Alayrac +1347
2025-05-13
Computer Vision and Pattern Recognition · Computer Science
UniG2U-Bench: Do Unified Models Advance Multimodal Understanding?
Zimo Wen, Boxiu Li, Wanbo Zhang, Junxiang Lei +10
2026-03-04
Computer Vision and Pattern Recognition · Computer Science
Dual Diffusion for Unified Image Generation and Understanding
Zijie Li, Henry Li, Yichun Shi, Amir Barati Farimani +3
2025-04-03
Computer Vision and Pattern Recognition · Computer Science
UNIMO-2: End-to-End Unified Vision-Language Grounded Learning
Wei Li, Can Gao, Guocheng Niu, Xinyan Xiao +4
2022-03-18
Computer Vision and Pattern Recognition · Computer Science
UniBoost: Unsupervised Unimodal Pre-training for Boosting Zero-shot Vision-Language Tasks
Yanan Sun, Zihan Zhong, Qi Fan, Chi-Keung Tang +1
2023-06-09
Computer Vision and Pattern Recognition · Computer Science
ARMOR: Empowering Multimodal Understanding Model with Interleaved Multimodal Generation Capability
Jianwen Sun, Yukang Feng, Chuanhao Li, Fanrui Zhang +6
2025-06-09
Machine Learning · Computer Science
Jointly Training Large Autoregressive Multimodal Models
Emanuele Aiello, Lili Yu, Yixin Nie, Armen Aghajanyan +1
2023-09-29
Computer Vision and Pattern Recognition · Computer Science
MVGaussian: High-Fidelity text-to-3D Content Generation with Multi-View Guidance and Surface Densification
Phu Pham, Aradhya N. Mathur, Ojaswa Sharma, Aniket Bera
2024-09-11