Image Classification on STL10 (test)
4.82Error Rate (%)FlatMatch
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlatMatch# Label=10002023.10 | 4.82 | — | — | — | |
| FlatMatch (Fix label)# Label=10002023.10 | 4.82 | — | — | — | |
| FlatMatch-e# Label=10002023.10 | 5.03 | — | — | — | |
| FreeMatch# Label=10002023.10 | 5.63 | — | — | — | |
| SoftMatch# Label=10002023.10 | 5.73 | — | — | — | |
| FlexMatch# Label=10002023.10 | 5.77 | — | — | — | |
| UDA# Label=10002023.10 | 6.25 | — | — | — | |
| FixMatch# Label=10002023.10 | 6.39 | — | — | — | |
| Dash# Label=10002023.10 | 6.64 | — | — | — | |
| MPL# Label=10002023.10 | 6.66 | — | — | — | |
| ReMixMatch# Label=10002023.10 | 6.74 | — | — | — | |
| SESN-B# Params=11.0 M, Projection type=maximum scalar projection2019.10 | 8.51 | — | — | — | |
| Harm WRN# Params=11.0 M2019.10 | 9.55 | — | — | — | |
| SESN-A# Params=11.0 M, Feature type=vector2019.10 | 10.83 | — | — | — | |
| DSS# Params=11.0 M2019.10 | 11.28 | — | — | — | |
| WRN# Params=11.0 M2019.10 | 11.48 | — | — | — | |
| SiCNN# Params=11.0 M2019.10 | 11.62 | — | — | — | |
| SI-ConvNet# Params=11.0 M2019.10 | 12.48 | — | — | — | |
| SESN-C# Params=11.0 M, Interaction=interscale interaction2019.10 | 14.08 | — | — | — | |
| FlatMatch (Fix label)# Label=402023.10 | 14.96 | — | — | — | |
| FreeMatch# Label=402023.10 | 15.56 | — | — | — | |
| HybridNetNb. labeled images=1000, Backbone=ResNet2018.07 | 15.9 | — | — | — | |
| FlatMatch# Label=402023.10 | 16.2 | — | — | — | |
| FlatMatch-e# Label=402023.10 | 16.32 | — | — | — | |
| Mean Teacher ResNetNb. labeled images=1000, Backbone=ResNet, reproduced_by_authors=true2018.07 | 16.8 | — | — | — | |
| ResNet baselineNb. labeled images=1000, Backbone=ResNet2018.07 | 18 | — | — | — | |
| PNGPredict from=reconstructions2021.06 | 19.2 | 14.2 | 1 | — | |
| BINCEPredict from=features2021.06 | 19.2 | 0.12 | 121.1 | — | |
| JPEGPredict from=reconstructions2021.06 | 19.9 | 4.6 | 3 | — | |
| WebPPredict from=reconstructions2021.06 | 20.3 | 1.12 | 12.7 | — | |
| SoftMatch# Label=402023.10 | 21.42 | — | — | — | |
| MixMatch# Label=10002023.10 | 21.7 | — | — | — | |
| SS-CNN# Params=10.8 M2019.10 | 25.47 | — | — | — | |
| SWWAENb. labeled images=10002018.07 | 25.67 | — | — | — | |
| FlexMatch# Label=402023.10 | 29.15 | — | — | — | |
| ReMixMatch# Label=402023.10 | 32.12 | — | — | — | |
| Pseudo Label# Label=10002023.10 | 32.64 | — | — | — | |
| Π-Model# Label=10002023.10 | 32.78 | — | — | — | |
| Mean Teacher# Label=10002023.10 | 33.9 | — | — | — | |
| FixMatch# Label=402023.10 | 34.52 | — | — | — | |
| VICPredict from=features2021.06 | 35.3 | 0.08 | 174.8 | — | |
| MPL# Label=402023.10 | 35.76 | — | — | — | |
| UDA# Label=402023.10 | 35.97 | — | — | — | |
| Dash# Label=402023.10 | 37.42 | — | — | — | |
| VAT# Label=10002023.10 | 37.95 | — | — | — | |
| VCPredict from=reconstructions2021.06 | 40.2 | 0.23 | 62.8 | — | |
| VICPredict from=reconstructions2021.06 | 44.3 | 0.05 | 268.6 | — | |
| VCPredict from=features2021.06 | 52.6 | 1.08 | 13.2 | — | |
| MixMatch# Label=402023.10 | 54.93 | — | — | — | |
| Mean Teacher# Label=402023.10 | 71.72 | — | — | — | |
| Π-Model# Label=402023.10 | 74.31 | — | — | — | |
| Pseudo Label# Label=402023.10 | 74.68 | — | — | — | |
| VAT# Label=402023.10 | 74.74 | — | — | — | |
| Fixed ETFNetwork=ResNet50, Epochs=502024.11 | — | — | — | 58.11 | |
| Fixed ETFNetwork=ResNet50, Epochs=2002024.11 | — | — | — | 64.33 | |
| Fixed ETFNetwork=VGG13, Epochs=502024.11 | — | — | — | 66.15 | |
| Fixed ETFNetwork=VGG13, Epochs=2002024.11 | — | — | — | 79.53 | |
| Implicit ETFNetwork=ResNet50, Epochs=502024.11 | — | — | — | 57.56 | |
| Implicit ETFNetwork=ResNet50, Epochs=2002024.11 | — | — | — | 62.75 | |
| Implicit ETFNetwork=VGG13, Epochs=502024.11 | — | — | — | 68.78 | |
| Implicit ETFNetwork=VGG13, Epochs=2002024.11 | — | — | — | 79.94 | |
| StandardNetwork=ResNet50, Epochs=502024.11 | — | — | — | 55.41 | |
| StandardNetwork=ResNet50, Epochs=2002024.11 | — | — | — | 63.6 | |
| StandardNetwork=VGG13, Epochs=502024.11 | — | — | — | 66.09 | |
| StandardNetwork=VGG13, Epochs=2002024.11 | — | — | — | 81.61 |