Image Classification on Sketch
19.22Top-1 ErrorIndividual Networks
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Individual NetworksBackbone=ResNet-502018.01 | 19.22 | — | — | |
| Individual NetworksBackbone=DenseNet-1212018.01 | 19.48 | — | — | |
| PiggybackBackbone=ResNet-502018.01 | 20.09 | — | — | |
| PiggybackBackbone=DenseNet-1212018.01 | 20.3 | — | — | |
| PackNetBackbone=DenseNet-121, Task addition order=↑2018.01 | 21.08 | — | — | |
| PackNetBackbone=ResNet-50, Task addition order=↑2018.01 | 21.3 | — | — | |
| PiggybackBackbone=VGG-16 BN2018.01 | 21.41 | — | — | |
| Individual NetworksBackbone=VGG-16 BN2018.01 | 21.92 | — | — | |
| PiggybackBackbone=VGG-16, # Models=1, Size=621 MB2018.01 | 22.7 | — | — | |
| PackNetBackbone=VGG-16 BN, Task addition order=↑2018.01 | 23.53 | — | — | |
| Individual NetworksBackbone=VGG-16, # Models=6, Size=3,222 MB2018.01 | 23.54 | — | — | |
| PackNetBackbone=ResNet-50, Task addition order=↓2018.01 | 23.83 | — | — | |
| PackNetBackbone=VGG-16, # Models=1, Size=587 MB, Task addition order=Sketch -> CUBS2018.01 | 24.88 | — | — | |
| PackNetBackbone=DenseNet-121, Task addition order=↓2018.01 | 25.35 | — | — | |
| PackNetBackbone=VGG-16 BN, Task addition order=↓2018.01 | 25.47 | — | — | |
| PackNetBackbone=VGG-16, # Models=1, Size=587 MB, Task addition order=CUBS -> Sketch2018.01 | 28.62 | — | — | |
| Classifier OnlyBackbone=DenseNet-1212018.01 | 46.88 | — | — | |
| Classifier OnlyBackbone=ResNet-502018.01 | 49.14 | — | — | |
| Classifier OnlyBackbone=VGG-16, # Models=1, Size=537 MB2018.01 | 58.53 | — | — | |
| Classifier OnlyBackbone=VGG-16 BN2018.01 | 59.96 | — | — | |
| BA^2Backbone=ResNet-50, Param Count=3.8x (1.71x)2022.03 | — | — | 79.28 | |
| CAE*Supervised=false, Self-supervised=true, Backbone=ViT-B2022.02 | — | — | 74.65 | |
| DeiTSupervised=true, Self-supervised=false, Backbone=ViT-B2022.02 | — | — | 73.45 | |
| DINOSupervised=false, Self-supervised=true, Backbone=ViT-B2022.02 | — | — | 73.13 | |
| Feature ExtractorBackbone=ResNet-50, Param Count=1x2022.03 | — | — | 65.9 | |
| Fine-TuningBackbone=ResNet-50, Param Count=6x2022.03 | — | — | 81.83 | |
| MAESupervised=false, Self-supervised=true, Backbone=ViT-B2022.02 | — | — | 73.87 | |
| PacknetBackbone=ResNet-50, Param Count=(1.60x), Task Adding Order=Forward2022.03 | — | — | 76.2 | |
| PacknetBackbone=ResNet-50, Param Count=(1.60x), Task Adding Order=Reverse2022.03 | — | — | 78.7 | |
| PiggybackBackbone=ResNet-50, Param Count=6x (2.25x)2022.03 | — | — | 79.91 | |
| Random Init.Supervised=false, Self-supervised=false, Backbone=ViT-B2022.02 | — | — | 46.42 | |
| Spot-tuneBackbone=ResNet-50, Param Count=7x (7x)2022.03 | — | — | 80.2 | |
| TAPSBackbone=ResNet-50, Param Count=4.12x2022.03 | — | — | 80.74 | |
| WTPBBackbone=ResNet-50, Param Count=6x (2.25x)2022.03 | — | — | 80.2 |