English

Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Artificial Intelligence 2025-01-30 v1 Computation and Language Computer Vision and Pattern Recognition

Abstract

In this work, we introduce Janus-Pro, an advanced version of the previous work Janus. Specifically, Janus-Pro incorporates (1) an optimized training strategy, (2) expanded training data, and (3) scaling to larger model size. With these improvements, Janus-Pro achieves significant advancements in both multimodal understanding and text-to-image instruction-following capabilities, while also enhancing the stability of text-to-image generation. We hope this work will inspire further exploration in the field. Code and models are publicly available.

Keywords

Cite

@article{arxiv.2501.17811,
  title  = {Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling},
  author = {Xiaokang Chen and Zhiyu Wu and Xingchao Liu and Zizheng Pan and Wen Liu and Zhenda Xie and Xingkai Yu and Chong Ruan},
  journal= {arXiv preprint arXiv:2501.17811},
  year   = {2025}
}

Comments

Research paper. arXiv admin note: text overlap with arXiv:2410.13848

R2 v1 2026-06-28T21:24:13.255Z