Domain Adaptation on MNIST to SVHN (test)
60.07AccuracyInference-time Label-Preserving Target Projections
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Inference-time Label-Preserving Target ProjectionsLabeled target samples (T)=102021.03 | 60.07 | — | |
| EmaQW/A bit=4/4, Backbone=VGG-52026.06 | 59.9 | — | |
| EmaQW/A bit=2/2, Backbone=VGG-52026.06 | 59.5 | — | |
| EmaQW/A bit=3/3, Backbone=VGG-52026.06 | 59.5 | — | |
| ZAQW/A bit=4/4, Backbone=VGG-52026.06 | 59.5 | — | |
| Inference-time Label-Preserving Target ProjectionsLabeled target samples (T)=72021.03 | 58.92 | — | |
| ZeroQW/A bit=4/4, Backbone=VGG-52026.06 | 58.9 | — | |
| Choi et al.W/A bit=4/4, Backbone=VGG-52026.06 | 58.6 | — | |
| ZAQW/A bit=3/3, Backbone=VGG-52026.06 | 58.1 | — | |
| Choi et al.W/A bit=3/3, Backbone=VGG-52026.06 | 57.4 | — | |
| ZeroQW/A bit=3/3, Backbone=VGG-52026.06 | 57.4 | — | |
| M-ADALabeled target samples (T)=102021.03 | 57.16 | — | |
| ZAQW/A bit=2/2, Backbone=VGG-52026.06 | 56.5 | — | |
| M-ADALabeled target samples (T)=72021.03 | 56.33 | — | |
| ZeroQW/A bit=2/2, Backbone=VGG-52026.06 | 56.2 | — | |
| Choi et al.W/A bit=2/2, Backbone=VGG-52026.06 | 54.3 | — | |
| FADALabeled target samples (T)=72021.03 | 47 | — | |
| Inference-time Label-Preserving Target ProjectionsLabeled target samples (T)=02021.03 | 42.96 | — | |
| DoReFaW/A bit=4/4, Backbone=VGG-52026.06 | 41.2 | — | |
| DoReFaW/A bit=3/3, Backbone=VGG-52026.06 | 39.1 | — | |
| LLSQW/A bit=3/3, Backbone=VGG-52026.06 | 38.2 | — | |
| CCSALabeled target samples (T)=102021.03 | 37.63 | — | |
| M-ADALabeled target samples (T)=02021.03 | 36.61 | — | |
| DoReFaW/A bit=2/2, Backbone=VGG-52026.06 | 36.5 | — | |
| EmaQW/A bit=32/32, Backbone=VGG-52026.06 | 36.1 | — | |
| LLSQW/A bit=4/4, Backbone=VGG-52026.06 | 34.5 | — | |
| LLSQW/A bit=2/2, Backbone=VGG-52026.06 | 31.1 | — | |
| DANNW/A bit=32/32, Backbone=VGG-52026.06 | 30.6 | — | |
| Source onlyW/A bit=32/32, Backbone=VGG-52026.06 | 30.4 | — | |
| APoTW/A bit=4/4, Backbone=VGG-52026.06 | 29.6 | — | |
| APoTW/A bit=3/3, Backbone=VGG-52026.06 | 29 | — | |
| LSQW/A bit=2/2, Backbone=VGG-52026.06 | 24.1 | — | |
| LSQW/A bit=3/3, Backbone=VGG-52026.06 | 24.1 | — | |
| LSQW/A bit=4/4, Backbone=VGG-52026.06 | 23.2 | — | |
| CCSAExperimental Protocol=Traditional, Backbone Architecture=LeNet++2020.04 | — | 37.6 | |
| CCSAExperimental Protocol=Rectified, Backbone Architecture=Architecture from [6]2020.04 | — | 52.3 | |
| d-SNEExperimental Protocol=Traditional, Backbone Architecture=LeNet++2020.04 | — | 61.7 | |
| d-SNEExperimental Protocol=Rectified, Backbone Architecture=Architecture from [6]2020.04 | — | 55.8 | |
| DAGE-LDAExperimental Protocol=Rectified, Backbone Architecture=Architecture from [6]2020.04 | — | 57.4 |