PriorsMatch: prior-level pseudo-labels for semi-supervised object detection on medical images

Jiaqiang CHEN , Lei ZHANG , Wenjie LIU , Xin WEI , Jiaqi LI , Xian JIANG

Front. Comput. Sci. ›› 2026, Vol. 20 ›› Issue (6) : 2006348

PDF (833KB)
Front. Comput. Sci. ›› 2026, Vol. 20 ›› Issue (6) : 2006348 DOI: 10.1007/s11704-025-41199-2
Artificial Intelligence
LETTER

PriorsMatch: prior-level pseudo-labels for semi-supervised object detection on medical images

Author information +
History +
PDF (833KB)

Graphical abstract

Cite this article

Download citation ▾
Jiaqiang CHEN, Lei ZHANG, Wenjie LIU, Xin WEI, Jiaqi LI, Xian JIANG. PriorsMatch: prior-level pseudo-labels for semi-supervised object detection on medical images. Front. Comput. Sci., 2026, 20(6): 2006348 DOI:10.1007/s11704-025-41199-2

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Huang W, Zhang L, Shu X, Wang Z, Yi Z . Adaptive annotation correlation based multi-annotation learning for calibrated medical image segmentation. IEEE Journal of Biomedical and Health Informatics, 2024, 28( 12): 7175–7183

[2]

Chen H, Tao R, Fan Y, Wang Y, Wang J, Schiele B, Xie X, Raj B, Savvides M. SoftMatch: addressing the quantity-quality trade-off in semi-supervised learning. 2023, arXiv preprint arXiv: 2301.10921

[3]

Zhang J, Zhang L, Wang J, Wei X, Li J, Jiang X, Du D . SA-RPN: a spacial aware region proposal network for acne detection. IEEE Journal of Biomedical and Health Informatics, 2023, 27( 11): 5439–5448

[4]

Cheng J. Brain tumor dataset. 2015

[5]

Liu Y C, Ma C Y, He Z, Kuo C W, Chen K, Zhang P, Wu B, Kira Z, Vajda P. Unbiased teacher for semi-supervised object detection. In: Proceedings of International Conference on Learning Representations. 2021

[6]

Xu M, Zhang Z, Hu H, Wang J, Wang L, Wei F, Bai X, Liu Z. End-to-end semi-supervised object detection with soft teacher. In: Proceedings of the IEEE/CVF International Conference on Computer Vision. 2021, 3040−3049

[7]

Li G, Li X, Wang Y, Wu Y, Liang D, Zhang S. PseCo: pseudo labeling and consistency training for semi-supervised object detection. In: Proceedings of the 17th European Conference on Computer Vision. 2022, 457−472

[8]

Chen B, Chen W, Yang S, Xuan Y, Song J, Xie D, Pu S, Song M, Zhuang Y. Label matching semi-supervised object detection. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022, 14361−14370

[9]

Wang P, Li J, Ding W, Zhong J, Ai J. Correcting pseudo labels in semi supervised object detection with SAM. In: Proceedings of 2024 IEEE International Conference on Multimedia and Expo (ICME). 2024, 1−6

[10]

Chen Z, Zhang W, Wang X, Chen K, Wang Z. Mixed pseudo labels for semi-supervised object detection. 2023, arXiv preprint arXiv: 2312.07006

RIGHTS & PERMISSIONS

Higher Education Press

AI Summary AI Mindmap
PDF (833KB)

Supplementary files

Highlights

280

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/