Image Classification on ImageNet 1K 100K labels
38.46Top-1 ErrorSequenceMatch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SequenceMatchlabeled samples=100K, threshold tau=0.7, batch size=128, weight decay=0.00032023.10 | 38.46 | 17.38 | |
| SimMatch + EPASSwith_EPASS=true2023.10 | 39.47 | 18.24 | |
| CoMatch + EPASSwith_EPASS=true2023.10 | 40.24 | 18.4 | |
| SoftMatch2023.10 | 40.52 | — | |
| FreeMatch2023.10 | 40.57 | 18.77 | |
| FreeMatchlabeled samples=100K, threshold tau=0.7, batch size=128, weight decay=0.00032023.10 | 40.57 | 18.77 | |
| SimMatch2023.10 | 41.15 | 19.23 | |
| FlexMatchIterations=2^20, Labels=100K2021.10 | 41.85 | 19.48 | |
| FlexMatch2023.10 | 41.85 | 19.48 | |
| FlexMatchlabeled samples=100K, threshold tau=0.7, batch size=128, weight decay=0.00032023.10 | 41.85 | 19.48 | |
| CoMatch2023.10 | 42.17 | 19.64 | |
| CoMatchlabeled samples=100K, threshold tau=0.7, batch size=128, weight decay=0.00032023.10 | 42.17 | 19.64 | |
| FixMatchIterations=2^20, Labels=100K2021.10 | 43.66 | 21.8 | |
| FixMatch2023.10 | 43.66 | 21.8 | |
| FixMatchlabeled samples=100K, threshold tau=0.7, batch size=128, weight decay=0.00032023.10 | 43.66 | 21.8 |