Image Classification on STL-10 USB (test)
5.65Error RateSimMatchV2
Evaluation Results
| Method | Links | |
|---|---|---|
| SimMatchV2# Label=1000, Backbone=WRN-37-22023.08 | 5.65 | |
| SimMatchV2# Label=250, Backbone=WRN-37-22023.08 | 7.54 | |
| SimMatchV2# Label=40, Backbone=WRN-37-22023.08 | 15.85 | |
| ReMixMatchLabel Amount=40, Backbone=ViT2023.10 | 18.33 | |
| CoMatch + EPASSLabel Amount=40, Backbone=ViT2023.10 | 21.14 | |
| CoMatchLabel Amount=40, Backbone=ViT2023.10 | 21.46 | |
| SimMatch + EPASSLabel Amount=40, Backbone=ViT2023.10 | 22.65 | |
| SimMatchLabel Amount=40, Backbone=ViT2023.10 | 22.97 | |
| AdaMatchLabel Amount=40, Backbone=ViT2023.10 | 23.3 | |
| FlexMatchLabel Amount=40, Backbone=ViT2023.10 | 23.4 | |
| UDALabel Amount=40, Backbone=ViT2023.10 | 23.59 | |
| FixMatchLabel Amount=40, Backbone=ViT2023.10 | 24.05 | |
| MixMatchLabel Amount=40, Backbone=ViT2023.10 | 25.56 | |
| DashLabel Amount=40, Backbone=ViT2023.10 | 25.9 | |
| CoMatch + EPASSLabel Amount=20, Backbone=ViT2023.10 | 29.56 | |
| CoMatchLabel Amount=20, Backbone=ViT2023.10 | 29.7 | |
| SimMatch + EPASSLabel Amount=20, Backbone=ViT2023.10 | 30.03 | |
| ReMixMatchLabel Amount=20, Backbone=ViT2023.10 | 30.61 | |
| SimMatchLabel Amount=20, Backbone=ViT2023.10 | 34.12 | |
| AdaMatchLabel Amount=20, Backbone=ViT2023.10 | 36.25 | |
| FlexMatchLabel Amount=20, Backbone=ViT2023.10 | 37.58 | |
| UDALabel Amount=20, Backbone=ViT2023.10 | 39.22 | |
| FixMatchLabel Amount=20, Backbone=ViT2023.10 | 42.06 | |
| DashLabel Amount=20, Backbone=ViT2023.10 | 43.34 | |
| MixMatchLabel Amount=20, Backbone=ViT2023.10 | 48.98 |