Name
Title | ||
|---|---|---|
Collaborative Learning with Unreliability Adaptation for Semi-Supervised Image Classification |
Abstract | ||
|---|---|---|
•Transferring the training experience among constituent networks facilitates semi-supervised image classification.•We design a collaborative learning mechanism based on unreliability adaptation among constituent networks.•We improve the complementarity of constituent networks by resisting adversarial perturbation.•The unreliability adaptation and perturbation-based regularization lead to the superior performance on multiple datasets. |
Year | DOI | Venue |
|---|---|---|
2023 | 10.1016/j.patcog.2022.109032 | Pattern Recognition |
Keywords | DocType | Volume |
Semi-supervised learning,Image classification,Unreliability adaptation,Collaborative learning | Journal | 133 |
ISSN | Citations | PageRank |
0031-3203 | 0 | 0.34 |
References | Authors | |
0 | 5 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Xiaoyang Huo | 1 | 0 | 1.69 |
| Xiangping Zeng | 2 | 2 | 2.06 |
| Si Wu | 3 | 148 | 16.73 |
| Wenjun Shen | 4 | 0 | 0.34 |
| Hau-San Wong | 5 | 1008 | 86.89 |