Unsupervised Domain Adaptation on DomainNet (test)
89.7Average AccuracyRCL-ViT
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RCL-ViTsource-free=true, uses CLIP=false, ViT backbone=true2024.05 | 89.7 | — | — | — | — | — | — | — | — | — | — | — | — | 88.1 | 93.3 | 88 | 89.7 | 93.3 | 88 | 89.7 | 88 | 87.8 | 89.7 | 88.1 | 93.3 | |
| RCLsource-free=true, uses CLIP=false, ViT backbone=false2024.05 | 89.4 | — | — | — | — | — | — | — | — | — | — | — | — | 87.6 | 92.8 | 87.9 | 89.2 | 92.7 | 87.8 | 89.6 | 87.7 | 87.6 | 89.4 | 87.5 | 92.7 | |
| SWG V2Source Domain=quickdraw2023.12 | 70.9 | 76.3 | 53.5 | 71.4 | — | 83.8 | 69.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTsource-free=true, uses CLIP=false, ViT backbone=false2024.05 | 68.1 | — | — | — | — | — | — | — | — | — | — | — | — | 63.5 | 78.2 | 59.5 | 67.9 | 81.3 | 61.7 | 67.7 | 67.6 | 57.8 | 70.2 | 64 | 78 | |
| SWG V2Source Domain=infograph2023.12 | 67.7 | 79.7 | — | 73.7 | 28.5 | 85.3 | 71.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWG V2Source Domain=sketch2023.12 | 66.2 | 81.6 | 58.7 | 74.8 | 30.5 | 85.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWG V2Source Domain=Average2023.12 | 66.1 | 79.8 | 57.5 | 73.7 | 29.4 | 84.9 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWG V1Source Domain=Average2023.12 | 65.1 | 79.2 | 57.9 | 72.9 | 25.2 | 84.6 | 70.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWG V2Source Domain=painting2023.12 | 64.6 | 80.3 | 58.4 | — | 27.8 | 84.8 | 71.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWG V2Source Domain=clipart2023.12 | 64.2 | — | 58.2 | 74 | 30.4 | 85.4 | 72.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PADCLIPSource Domain=Average2023.12 | 63.7 | 75.3 | 54.6 | 71.2 | 30.7 | 83.6 | 67.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWG V2Source Domain=real2023.12 | 63.2 | 81.2 | 58.8 | 74.4 | 29.6 | — | 72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EUDASource Domain=Average2023.12 | 62.3 | 73.2 | 54.5 | 69.5 | 28.8 | 82.4 | 65.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniAMBackbone=ViT2023.04 | 61.52 | — | — | — | — | — | — | 73.87 | 60.89 | 52.31 | 59.98 | 51.41 | 70.68 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniOTBackbone=ViT2023.04 | 59.14 | — | — | — | — | — | — | 72.4 | 59.47 | 49.3 | 56.86 | 47.38 | 69.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANetBackbone=ViT2023.04 | 58.83 | — | — | — | — | — | — | 71.24 | 61.14 | 51.28 | 55.3 | 47.51 | 66.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PMTrans*Backbone=ViT-B/16, Data partitioning strategy=modified2024.11 | 52.4 | 67.9 | 30.7 | 59.1 | 27 | 72.8 | 56.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PMTransSource Domain=Average2023.12 | 52.4 | 67.9 | 30.7 | 59.1 | 27 | 72.8 | 56.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniOTBackbone=ResNet-502023.04 | 52.04 | — | — | — | — | — | — | 59.3 | 47.79 | 51.79 | 46.81 | 48.32 | 58.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTATBackbone=ViT-B/16, Data partitioning strategy=standard2024.11 | 51.9 | 67.8 | 32.4 | 61.9 | 18.4 | 72.5 | 58.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANetBackbone=ResNet-502023.04 | 50.7 | — | — | — | — | — | — | 56 | 51.7 | 47.1 | 47.4 | 44.9 | 57.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSRT-B + SAMBBackbone=ViT-B2022.12 | 49.8 | 66.1 | 28.5 | 56.9 | 21.4 | 69.7 | 56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCCBackbone=ResNet-502023.04 | 49.2 | — | — | — | — | — | — | 56.9 | 50.25 | 43.66 | 44.92 | 43.31 | 56.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMUBackbone=ResNet-502023.04 | 48.25 | — | — | — | — | — | — | 50.78 | 52.16 | 45.12 | 44.82 | 45.64 | 50.97 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline-B + SAMBBackbone=ViT-B, Alignment=DANN2022.12 | 46.9 | 60.1 | 26.4 | 52.8 | 22.5 | 67.8 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDTrans-BBackbone Scale=Base, Aggregate=Mean across all source-target pairs2021.09 | 45.2 | 59.9 | 25.3 | 52.2 | 19.6 | 65.9 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSRT-BBackbone=ViT-B2022.04 | 45.2 | 49.8 | 46.3 | 45 | 29.3 | 48.4 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CD-TransBackbone=ViT-B2022.12 | 45.2 | 59.9 | 25.3 | 52.2 | 19.6 | 65.9 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSRT-BBackbone=ViT-B2022.12 | 45.2 | 60 | 28.2 | 53.3 | 13.7 | 65.3 | 50.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDTransBackbone=ViT-B/16, Data partitioning strategy=standard2024.11 | 45.2 | 59.9 | 25.3 | 52.2 | 19.6 | 65.9 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSRTBackbone=ViT-B/16, Data partitioning strategy=standard2024.11 | 45.2 | 60 | 28.2 | 53.3 | 13.7 | 65.3 | 50.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDTransSource Domain=Average2023.12 | 45.2 | 59.9 | 25.3 | 52.2 | 19.6 | 65.9 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSRTSource Domain=Average2023.12 | 45.2 | 60 | 28.2 | 53.3 | 13.7 | 65.3 | 50.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline-B + MIBackbone=ViT-B, Mutual Information (MI) loss=true2022.04 | 41.6 | 47.3 | 45.8 | 42.4 | 19.6 | 44.1 | 50.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UANBackbone=ResNet-502023.04 | 40.98 | — | — | — | — | — | — | 41.85 | 43.59 | 39.06 | 38.95 | 38.73 | 43.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDTrans-SBackbone Scale=Small, Aggregate=Mean across all source-target pairs2021.09 | 39.9 | 53.1 | 21.9 | 46 | 16.3 | 59.7 | 42.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline-BBackbone=ViT-B, Method Description=ViT with adversarial adaptation2022.04 | 38.5 | 45.7 | 36.8 | 42.1 | 14.6 | 43.2 | 48.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline-BBackbone=ViT-B, Alignment=DANN2022.12 | 38.5 | 50.6 | 25.6 | 44.9 | 11.6 | 57 | 41.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViT-B (Source-only)Backbone=ViT-B, Source-only=true2022.04 | 38.1 | 43.6 | 42.4 | 39.1 | 19.5 | 39.9 | 44.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViT-BBackbone=ViT-B2022.12 | 38.1 | 51.5 | 22 | 46.1 | 8.5 | 60.4 | 40.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViT-BaseBackbone=ViT-B/162024.11 | 38.1 | 51.5 | 22 | 46.1 | 8.5 | 60.4 | 40.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALNSource Domain=sketch, Backbone=ResNet-1012022.04 | 37.9 | 59 | 19.9 | 46 | 8.3 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCDMSource Domain=sketch, Backbone=ResNet-1012022.04 | 37.1 | 53.7 | 20.5 | 46 | 13.1 | 53.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CD-Trans*Backbone=ViT-B2022.04 | 37 | 49 | 48.1 | 43.4 | 1.8 | 31.7 | 48.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline-BBackbone Scale=Base, Aggregate=Mean across all source-target pairs2021.09 | 36.2 | 49.4 | 20.2 | 42.9 | 10.9 | 54.5 | 39.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALNSource Domain=real, Backbone=ResNet-1012022.04 | 35.6 | 55.6 | 22.8 | 54 | 5.1 | — | 40.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCDMSource Domain=real, Backbone=ResNet-1012022.04 | 35.5 | 51.9 | 24.9 | 51.2 | 8.7 | — | 40.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALNSource Domain=painting, Backbone=ResNet-1012022.04 | 35.3 | 40.2 | 34.7 | — | 4.7 | 47.9 | 29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALNSource Domain=clipart, Backbone=ResNet-1012022.04 | 34.9 | — | 35.2 | 20 | 40.2 | 11.4 | 57.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=real, Backbone=ResNet-1012022.04 | 34.6 | 54 | 22.5 | 51.9 | 2.3 | — | 42.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCDMSource Domain=clipart, Backbone=ResNet-1012022.04 | 34.1 | — | 19.9 | 38.5 | 15.1 | 53.2 | 43.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDD+SCDABackbone=ResNet-1012022.04 | 33.3 | 36.9 | 30.1 | 35.2 | 21.3 | 37.4 | 38.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDD+SCDABackbone=ResNet-1012022.12 | 33.3 | 44.3 | 18.1 | 39 | 10.8 | 50.2 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDD+SCDABackbone=ResNet-1012024.11 | 33.3 | 44.3 | 18.1 | 39 | 10.8 | 50.2 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Source Domain=real, Backbone=ResNet-1012022.04 | 33 | 48.4 | 22.2 | 49.4 | 6.4 | — | 38.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=painting, Backbone=ResNet-1012022.04 | 32.8 | 44.1 | 19 | — | 2.6 | 56.2 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCDMSource Domain=painting, Backbone=ResNet-1012022.04 | 32.6 | 42.5 | 19.8 | — | 7.9 | 54.5 | 38.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=clipart, Backbone=ResNet-1012022.04 | 32.4 | — | 18.6 | 39.3 | 5.1 | 55 | 44.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline-SBackbone Scale=Small, Aggregate=Mean across all source-target pairs2021.09 | 32.2 | 43.9 | 17.7 | 37.9 | 9.7 | 49.3 | 34.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Source Domain=clipart, Backbone=ResNet-1012022.04 | 32.2 | — | 19.3 | 37.5 | 11.1 | 52.2 | 41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBPBackbone=ResNet-502023.04 | 32 | — | — | — | — | — | — | 33.6 | 33.03 | 30.55 | 30.53 | 30.61 | 33.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Source Domain=sketch, Backbone=ResNet-1012022.04 | 31.4 | 46.9 | 15.4 | 37 | 10.9 | 47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Source Domain=painting, Backbone=ResNet-1012022.04 | 30.8 | 39.6 | 18.7 | — | 4.9 | 54.5 | 36.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALNSource Domain=infograph, Backbone=ResNet-1012022.04 | 30.3 | 20 | — | 45.3 | 19.2 | 34.7 | 4.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=Average2023.12 | 30.3 | 42.6 | 16.7 | 37 | 3.6 | 47.2 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=sketch, Backbone=ResNet-1012022.04 | 29.4 | 42.6 | 16.7 | 37 | 3.6 | 47.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=ResNet-502023.04 | 29.13 | — | — | — | — | — | — | 31.18 | 29.33 | 27.84 | 27.84 | 27.77 | 30.84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCDMSource Domain=infograph, Backbone=ResNet-1012022.04 | 28.9 | 31.9 | — | 32.7 | 6.9 | 44.7 | 28.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=DDA(S7)2021.03 | 28.4 | 37.6 | 14.6 | 31.5 | 14.8 | 43.3 | 28.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNetBackbone=ResNet-502023.04 | 28.15 | — | — | — | — | — | — | 30.06 | 28.34 | 26.95 | 26.95 | 26.89 | 29.74 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMTFLBackbone=ResNet-1012022.04 | 28.1 | 31.2 | 29.1 | 30.2 | 11.3 | 32.1 | 34.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMTFLBackbone=ResNet-1012024.11 | 28.1 | 38.2 | 13.7 | 31.9 | 7.2 | 45 | 32.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANBackbone=ResNet-1012022.04 | 27.7 | 31.8 | 22 | 31.8 | 12.7 | 34.5 | 33.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANBackbone=ResNet-1012022.12 | 27.7 | 38.8 | 17.7 | 32.8 | 4.3 | 41.2 | 31.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Source Domain=infograph, Backbone=ResNet-1012022.04 | 27.4 | 30.2 | — | 31.2 | 3.6 | 44 | 27.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BSPBackbone=DDA(S4)2021.03 | 27.3 | 37.5 | 13.1 | 29.6 | 13.7 | 41.5 | 28.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=infograph, Backbone=ResNet-1012022.04 | 27.3 | 29.6 | — | 34 | 1.4 | 46.3 | 25.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANBackbone=DDA(S4)2021.03 | 27.2 | 37.6 | 12.5 | 29.3 | 14.4 | 41.2 | 28.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CGDMAggregate=Mean across all source-target pairs2021.09 | 27.2 | 36 | 14 | 32.1 | 7.1 | 45.5 | 28.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CGDMBackbone=ResNet-1012024.11 | 27.2 | 36 | 14 | 32.1 | 7.1 | 45.5 | 28.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101 (Source-only)Backbone=ResNet-101, Source-only=true2022.04 | 26.6 | 32.2 | 27.4 | 30.8 | 4.3 | 33 | 31.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Backbone=ResNet-1012022.12 | 26.6 | 34.4 | 15.3 | 31.3 | 7.4 | 40.4 | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet101Backbone=ResNet-1012024.11 | 26.6 | 34.4 | 15.3 | 31.3 | 7.4 | 40.4 | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=DDA(S4)2021.03 | 26.2 | 36 | 13.7 | 29.1 | 12.6 | 39 | 26.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BNMAggregate=Mean across all source-target pairs2021.09 | 25.3 | 37.6 | 10.3 | 31.4 | 4.2 | 40.9 | 27.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=ResNet-1522021.03 | 24.9 | 32.2 | 13.5 | 29.9 | 8.3 | 39.1 | 26.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWDAggregate=Mean across all source-target pairs2021.09 | 23.6 | 31.5 | 13.1 | 28.8 | 6.4 | 36.1 | 26.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BSPBackbone=ResNet-502021.03 | 21.9 | 28.3 | 12.6 | 25.7 | 5.8 | 36 | 22.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANAggregate=Mean across all source-target pairs2021.09 | 21.2 | 27 | 12.4 | 25.7 | 5.1 | 34.3 | 22.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANBackbone=ResNet-502021.03 | 21.1 | 27 | 12.4 | 25.7 | 5.1 | 34.3 | 22.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=ResNet-502021.03 | 20.8 | 26.6 | 11.6 | 25.3 | 6 | 33.9 | 21.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCDAggregate=Mean across all source-target pairs2021.09 | 20.5 | 28.1 | 12.5 | 24.5 | 2.4 | 34.1 | 21.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCDSource Domain=Average2023.12 | 20.5 | 28.1 | 12.5 | 24.5 | 2.4 | 34.1 | 21.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDASource Domain=quickdraw, Backbone=ResNet-1012022.04 | 19 | 30 | 4.9 | 15 | — | 25.4 | 19.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALNSource Domain=quickdraw, Backbone=ResNet-1012022.04 | 16.7 | 27.5 | 4.2 | 13.2 | — | 21.8 | 16.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCDMSource Domain=quickdraw, Backbone=ResNet-1012022.04 | 13.9 | 23 | 4 | 9.5 | — | 16.9 | 16.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-101Source Domain=quickdraw, Backbone=ResNet-1012022.04 | 4.3 | 7 | 0.9 | 1.4 | — | 4.1 | 8.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |