PhyCustom: Towards Realistic Physical Customization in Text-to-Image Generation

Fan Wu, Cheng Chen, Zhoujie Fu, Jiacheng Wei, Yi Xu, Deheng Ye, Guosheng Lin^# (^# corresponding author)

arXiv preprint arXiv:2512.02794 2025

[Paper]

IC-World: In-Context Generation for Shared World Modeling

Fan Wu, Jiacheng Wei, Ruibo Li, Yi Xu, Junyou Li, Deheng Ye, Guosheng Lin^# (^# corresponding author)

arXiv preprint arXiv:2512.02793 2025

[Paper] [Code]

OoDBench+: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization

Nanyang Ye*^#, Kaican Li*, Fan Wu*, Jundong Zhou, Haoyue Bai, Runpeng Yu, Lanqing Hong, Fengwei Zhou, Zhenguo Li, Jun Zhu, Xinbing Wang, Chenghu Zhou (* equal contribution, ^# corresponding author)

IEEE Transaction on Pattern Analysis and Machine Intelligence 2025

Vision-Language Alignment Learning Under Affinity and Divergence Principles for Few-Shot Out-of-Distribution Generalization

Lin Zhu, Weihan Yin, Yiyao Yang, Fan Wu, Zhaoyu Zeng, Qinying Gu, Xinbing Wang, Chenghu Zhou, Nanyang Ye^# (^# corresponding author)

International Journal of Computer Vision 2024

[Paper] [Code]

DetectBench: an object detection benchmark for OOD generalization algorithms

Fan Wu, Nanyang Ye^#, Chensheng Peng, Bikang Pan, Huaihai Lyu, Heyuan Shi, others (^# corresponding author)

arXiv preprint 2023

[Paper]