Image Classification on CIFAR-10 40 labeled samples
95.05Top-1 AccuracyStratified
Evaluation Results
| Method | Links | |
|---|---|---|
| StratifiedSSL Framework=FreeMatch2024.09 | 95.05 | |
| RDSSSSL Framework=FreeMatch2024.09 | 95.05 | |
| InstanTBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.10 | 94.83 | |
| RDSSSSL Framework=FlexMatch2024.09 | 94.69 | |
| AdaMatchBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.10 | 94.64 | |
| FlexMatchBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.10 | 94.53 | |
| RandomSSL Framework=FreeMatch2024.09 | 93.41 | |
| CBSSALSSL Framework=FreeMatch2024.09 | 91.68 | |
| UDABackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.10 | 91.6 | |
| FixMatchBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.10 | 91.45 | |
| StratifiedSSL Framework=FlexMatch2024.09 | 91.45 | |
| CoreSetSSLSSL Framework=FreeMatch2024.09 | 91.24 | |
| TOD-SemiSSL Framework=FreeMatch2024.09 | 90.77 | |
| CoreSetSSLSSL Framework=FlexMatch2024.09 | 87.66 | |
| MMASSL Framework=FreeMatch2024.09 | 87.37 | |
| RandomSSL Framework=FlexMatch2024.09 | 87.3 | |
| CBSSALSSL Framework=FlexMatch2024.09 | 86.58 | |
| TOD-SemiSSL Framework=FlexMatch2024.09 | 86.21 | |
| DashBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.10 | 84.67 | |
| MMASSL Framework=FlexMatch2024.09 | 74.61 |