-
[pdf]
[arXiv]
[bibtex]@InProceedings{Fu_2025_CVPR, author = {Fu, Yuqian and Qiu, Xingyu and Ren, Bin and Fu, Yanwei and Timofte, Radu and Sebe, Nicu and Yang, Ming-Hsuan and Van Gool, Luc and Zhang, Kaijin and Nong, Qingpeng and Dong, Xiugang and Gao, Hong and Zhou, Xiangsheng and Pan, Jiancheng and Liu, Yanxing and He, Xiao and Li, Jiahao and Sun, Yuze and Huang, Xiaomeng and Zhang, Zhenyu and Ma, Ran and Liu, Yuhan and Zhuang, Zijian and Yi, Shuai and Zou, Yixiong and Hong, Lingyi and Chen, Mingxi and Li, Runze and Sheng, Xingdong and Zhang, Wenqiang and Chen, Weisen and Yan, Yongxin and Chen, Xinguo and Shao, Yuanjie and Zuo, Zhengrong and Sang, Nong and Wu, Hao and Sun, Haoran and Hu, Shuming and Zhang, Yan and Shi, Zhiguang and Zhang, Yu and Chen, Chao and Wang, Tao and Feng, Da and Zhuo, Linhai and Lin, Ziming and Huang, Yali and Me, Jie and Yang, Yiming and Guo, Mi and Jiu, Mingyuan and Xu, Mingliang and Xiong, Maomao and Zhang, Qunshu and Cao, Xinyu and Yang, Yuqing and Sheng, Dianmo and Zhao, Xuanpu and Li, Zhiyu and Ding, Xuyang and Li, Wenqian}, title = {NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1048-1069} }
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results
Abstract
Cross-Domain Few-Shot Object Detection (CD-FSOD) poses significant challenges to existing object detection and few-shot detection models when applied across domains. In conjunction with NTIRE 2025, we organized the 1st CD-FSOD Challenge, aiming to advance the performance of current object detectors on entirely novel target domains with only limited labeled data. The challenge attracted 152 registered participants, received submissions from 42 teams, and concluded with 13 teams making valid final submissions. Participants approached the task from diverse perspectives, proposing novel models that achieved new state-of-the-art (SOTA) results under both open-source and closed-source settings. In this report, we present an overview of the 1st NTIRE 2025 CD-FSOD Challenge, highlighting the proposed solutions and summarizing the results submitted by the participants.
Related Material