no code implementations • 18 Apr 2024 • Shijie Fang, Qianhan Feng, Tong Lin
VCC is an universal plugin for SSL confidence calibration, using a variational autoencoder to select more accurate pseudo labels based on three types of consistency scores.
1 code implementation • CVPR 2023 • Xinjiang Wang, Xingyi Yang, Shilong Zhang, Yijiang Li, Litong Feng, Shijie Fang, Chengqi Lyu, Kai Chen, Wayne Zhang
In this study, we dive deep into the inconsistency of pseudo targets in semi-supervised object detection (SSOD).
no code implementations • 21 May 2021 • Shijie Fang, Yuhang Cao, Xinjiang Wang, Kai Chen, Dahua Lin, Wayne Zhang
The performance of object detection, to a great extent, depends on the availability of large annotated datasets.
no code implementations • 20 May 2021 • Shijie Fang, Tong Lin
Moreover, our method is proven to be robust to label noise with experiments on Cifar-10 dataset.