Fine-grained Image Classification on Aircrafts (test)
0.8277Top-1 AccBYOL+CVSA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BYOL+CVSAFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8277 | — | |
| BYOL+DiLoFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8204 | — | |
| MoCo.v2First-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.06 | 0.8178 | — | |
| LooC*First-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8175 | — | |
| BYOLFirst-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.06 | 0.8173 | — | |
| Rot-PredFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8158 | — | |
| InsLocFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8154 | — | |
| Rel-LocFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.812 | — | |
| SimCLRFirst-stage pre-training=COCO, Second-stage pre-training=false, Protocol=fine-tuned evaluation2021.06 | 0.8118 | — | |
| MoCo.v2First-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8104 | — | |
| BYOLFirst-stage pre-training=COCO, Second-stage pre-training=true, Protocol=fine-tuned evaluation2021.06 | 0.8053 | — | |
| AdaLNBackbone=ViT-L/162023.03 | — | 28.5 | |
| BitFitBackbone=ViT-L/162023.03 | — | 27.2 | |
| Full FTBackbone=ViT-L/162023.03 | — | 14.9 | |
| In. LPBackbone=ViT-L/162023.03 | — | 50.6 | |
| In. MLP-3Backbone=ViT-L/162023.03 | — | 36.8 | |
| InCABackbone=ViT-L/162023.03 | — | 15.6 | |
| InCA (last)Backbone=ViT-L/162023.03 | — | 21.9 | |
| LoRABackbone=ViT-L/162023.03 | — | 16.6 | |
| LPBackbone=ViT-L/162023.03 | — | 67.4 | |
| MLP-3Backbone=ViT-L/162023.03 | — | 47.4 | |
| VPTBackbone=ViT-L/162023.03 | — | 21.7 |