Classification on VOC07 (test)
94AccuracySANE-Multi (strong)
Evaluation results
| Method | Links | |
|---|---|---|
| SANE-Multi (strong)Protocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 94 | |
| CLSA-Multi(strong)Protocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 93.6 | |
| SANE-MultiProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 92.9 | |
| SWAV-MultiProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 88.9 | |
| SupervisedProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 87.5 | |
| MoCo v2Protocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 87.1 | |
| SimCLRProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 86.4 | |
| IL(M+D)Backbone=ResNet-50, Pretraining Epochs=200, Approach=Incremental Learning2022.01 | 86.38 | |
| MTL(M+D)Backbone=ResNet-50, Pretraining Epochs=200, Approach=Multi-task learning2022.01 | 85.82 | |
| Concat(M+D)Backbone=ResNet-50, Pretraining Epochs=200, Approach=Concatenation2022.01 | 85.54 | |
| CO2Protocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 85.2 | |
| DetCoBackbone=ResNet-50, Pretraining Epochs=2002022.01 | 85.19 | |
| MoCov2(M)Backbone=ResNet-50, Pretraining Epochs=2002022.01 | 84.32 | |
| SupervisedBackbone=ResNet-50, Pretraining Epochs=2002022.01 | 84.12 | |
| DenseCL(D)Backbone=ResNet-50, Pretraining Epochs=2002022.01 | 83.11 | |
| PIRLProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 81.1 | |
| MoCoProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 79.8 | |
| BoWNetProtocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 79.3 | |
| NPID++Protocol=Linear probing, Backbone=ResNet-50, Epochs=1002021.06 | 76.6 | |
| uSCABase Classifier=1NN, Supervision=Unsupervised2015.10 | 33.14 | |
| SCABase Classifier=1NN, Supervision=Semi-supervised2015.10 | 32.75 | |
| TJMBase Classifier=1NN2015.10 | 32.48 | |
| TCABase Classifier=1NN2015.10 | 31.7 | |
| SABase Classifier=1NN2015.10 | 30.9 | |
| SSTCABase Classifier=1NN2015.10 | 30.65 | |
| GFKBase Classifier=1NN2015.10 | 30.63 | |
| KPCABase Classifier=1NN2015.10 | 29.35 | |
| TSCBase Classifier=1NN2015.10 | 28.8 | |
| RawBase Classifier=1NN2015.10 | 28.63 |