Semi-Supervised Image Classification 벤치마크
Semi-Supervised Image Classification on CIFAR-10, 20 Labels
Percentage error 낮을수록 좋음
- 2020-11-23 — CoMatch (SimCLR): Percentage error 12.33
- 2022-03-27 — MutexMatch (k=0.6C): Percentage error 7.77
| Rank | Model | Percentage error | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | MutexMatch (k=0.6C) | 7.77 | MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization | NJUyued/MutexMatch4SSL | 2022 |
| 2 | CoMatch (SimCLR) | 12.33±8.47 | CoMatch: Semi-supervised Learning with Contrastive Graph Regularization | salesforce/CoMatch · ptrckhmmr/learning-to-defer-with-limited-expert-predictions · LKLQQ/ssc_resnet50 | 2020 |
| 3 | Semi-MMDC | 28.1±5.5 | Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering | boazlern/SSClustering | 2020 |
| 4 | MutexMatch (k=0.6C) | 7.77 | MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization | NJUyued/MutexMatch4SSL | 2022 |
| 5 | CoMatch (SimCLR) | 12.33±8.47 | CoMatch: Semi-supervised Learning with Contrastive Graph Regularization | salesforce/CoMatch · ptrckhmmr/learning-to-defer-with-limited-expert-predictions · LKLQQ/ssc_resnet50 | 2020 |
| 6 | Semi-MMDC | 28.1±5.5 | Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering | boazlern/SSClustering | 2020 |