Recognition on TU-Berlin Image Space
78.6Top-1 AccuracySupervised
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SupervisedBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 78.6 | 90.1 | |
| Ours-(L)Backbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 70.6 | 85.9 | |
| BYOLBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 65.7 | 83.7 | |
| MoCoBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 64.3 | 82.8 | |
| SimCLRBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 64.3 | 82.9 | |
| CMCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 61.7 | 81.3 | |
| CPCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 52.9 | 77.9 | |
| RotationBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 51.2 | 77.1 | |
| JigsawBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 45.7 | 69.8 | |
| ContextBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 43.3 | 67.5 | |
| Deep ClusterBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 38.7 | 60.2 | |
| Auto-EncoderBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 22.6 | 47.5 | |
| RandomBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 18.4 | 29.3 |