Image Classification on CIFAR-100 2500 labels (test)
23.93Error RateSelf-Tuning+HCR
Evaluation Results
| Method | Links | |
|---|---|---|
| Self-Tuning+HCRNetwork=EfficientNet-B2, Number of Parameters=9.43M2022.06 | 23.93 | |
| Self-TuningNetwork=EfficientNet-B2, Number of Parameters=9.43M2022.06 | 24.16 | |
| ReMixMatchNetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 27.43 | |
| FixMatch + CMW-Net2022.02 | 27.43 | |
| FixMatch2022.02 | 28.29 | |
| FixMatchNetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 28.64 | |
| FixMatch + IAM-Dlabeled samples=25002026.05 | 28.95 | |
| FixMatchNetwork=EfficientNet-B2, Number of Parameters=9.43M2022.06 | 29.99 | |
| Co-TuningNetwork=EfficientNet-B2, Number of Parameters=9.43M2022.06 | 30.94 | |
| Fine-TuningNetwork=EfficientNet-B2, Number of Parameters=9.43M2022.06 | 31.69 | |
| FixMatchlabeled samples=25002026.05 | 32.84 | |
| UDANetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 33.13 | |
| UDA2022.02 | 33.13 | |
| MixMatchNetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 39.94 | |
| MixMatch2022.02 | 39.94 | |
| Mean TeacherNetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 53.91 | |
| Mean Teacher2022.02 | 53.91 | |
| Π-ModelNetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 57.25 | |
| Π-Model2022.02 | 57.25 | |
| Pseudo-LabelingNetwork=WRN-28-8, Number of Parameters=11.76M2022.06 | 57.38 | |
| Pseudo-Labeling2022.02 | 57.38 | |
| IAM-Dlabeled samples=25002026.05 | 66.98 | |
| SGDlabeled samples=25002026.05 | 68.91 | |
| SAMlabeled samples=25002026.05 | 69.53 |