Image Classification on DomainNet-126
83.7Accuracy (R->C)DePT-G
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DePT-GBackbone=ViT-B, Setting=Multi-Source DA2022.10 | 83.7 | 84 | — | — | — | 78.3 | — | 84.2 | — | — | — | 91 | — | — | — | — | |
| DePT-GroupBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 83.3 | 81.6 | 82.6 | 77.8 | 81.3 | 75.1 | 89.9 | 81.7 | — | — | — | — | — | — | — | — | |
| SHOTBackbone=ViT-B, Setting=Multi-Source DA2022.10 | 83.1 | 83.4 | — | — | — | 75.9 | — | 83.2 | — | — | — | 90.7 | — | — | — | — | |
| DePT-DeepBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 82.8 | 82.5 | 82.8 | 76.9 | 81.2 | 74.6 | 89.8 | 81.5 | — | — | — | — | — | — | — | — | |
| SSASF=true, Backbone=ResNet-1012026.03 | 82.3 | 79.2 | 83.2 | 77.1 | 82.3 | 77.3 | 90.9 | 83.1 | — | 77.4 | — | — | 81.2 | 92.3 | 80.1 | 93.4 | |
| AdaConBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 81.8 | 81.8 | 82 | 75.8 | 82.2 | 73.7 | 90.4 | 81.1 | — | — | — | — | — | — | — | — | |
| DePT-ShallowBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 81.2 | 81.4 | 80.9 | 75.1 | 81.7 | 73.1 | 88.9 | 80.3 | — | — | — | — | — | — | — | — | |
| DIFO-C-B32Source-free=true, Multimodal=true2023.11 | 80.8 | 77.3 | 80 | 74.9 | 76.7 | 75.5 | 87.4 | 80 | — | 75.6 | — | — | 76.6 | 87.2 | 80.5 | 87.3 | |
| ProDeSF=true, Backbone=ResNet-1012026.03 | 80.4 | 78.9 | 80 | 75.3 | 79.2 | 75.4 | 90.9 | 81.5 | — | 75.6 | — | — | 79.3 | 91 | 80.4 | 91 | |
| SHOTBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 80.2 | 81.5 | 79.8 | 74.2 | 82.2 | 72.8 | 90.3 | 80.1 | — | — | — | — | — | — | — | — | |
| ERMBackbone=ViT-B, Setting=Multi-Source DA2022.10 | 76.7 | 78.7 | — | — | — | 69.2 | — | 78.3 | — | — | — | 88.7 | — | — | — | — | |
| DePT-GroupBackbone=ViT-B, Adaptation Setting=Online2022.10 | 74.8 | 78.3 | 74.2 | 72.5 | 77.2 | 68.5 | 87.2 | 76.1 | — | — | — | — | — | — | — | — | |
| DIFO-C-RNSource-free=true, Multimodal=true2023.11 | 74.8 | 74.6 | 74 | 69.4 | 74.3 | 69.6 | 88.7 | 76.7 | — | 70.1 | — | — | 73.8 | 89 | 74.7 | 88 | |
| SPMSource-Free (SF)=true, Backbone=ResNet-502025.05 | 74.2 | 71.9 | 72.5 | 62.4 | 68.1 | 66.4 | 81.8 | 71.1 | — | — | — | — | — | — | — | — | |
| ADCLIP-RNVenue=ICCVW23, Source-free=false, Multimodal=true2023.11 | 73.6 | 73 | 73.2 | 66 | 74.2 | 68.4 | 86.9 | 75.2 | — | 65.2 | — | — | 71.7 | 88.1 | 72.3 | 89.3 | |
| DAPL-RNVenue=TNNLS23, Source-free=false, Multimodal=true2023.11 | 73.2 | 72.4 | 72.7 | 65.9 | 72.9 | 66.2 | 87.6 | 74.8 | — | 65.6 | — | — | 72.4 | 87.6 | 73.8 | 87.8 | |
| AdaConBackbone=ViT-B, Adaptation Setting=Online2022.10 | 72.1 | 77.9 | 71.8 | 70.1 | 75.7 | 65.5 | 87.9 | 74.2 | — | — | — | — | — | — | — | — | |
| AdaContrastSource-Free (SF)=true, Backbone=ResNet-502025.05 | 70.2 | 69.8 | 68.6 | 58 | 61.5 | 65.9 | 80.5 | 67.8 | — | — | — | — | — | — | — | — | |
| AdaContrastSource-free=true, Backbone=ResNet-50, Online adaptation=false2022.04 | 70.2 | 69.8 | 68.6 | 58 | 65.9 | 61.5 | 80.5 | 67.8 | — | — | — | — | — | — | — | — | |
| UPASource-Free (SF)=true, Backbone=ResNet-502025.05 | 69.5 | 67.6 | 60.9 | 66.8 | 61.5 | 59.9 | 80.9 | 68 | — | — | — | — | — | — | — | — | |
| TentBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 69.1 | 77.7 | 70.1 | 67 | 75.3 | 61.7 | 88 | 72.7 | — | — | — | — | — | — | — | — | |
| CoWAVenue=ICML22, Source-free=true, Multimodal=false2023.11 | 69 | 67.2 | 66.2 | 60.6 | 65.8 | 60 | 79.8 | 68.6 | — | 60.8 | — | — | 64.6 | 80.6 | 69 | 79.9 | |
| SourceBackbone=ViT-B, Adaptation Setting=Standard2022.10 | 68.7 | 75.9 | 69.8 | 67.7 | 74.1 | 60.4 | 86.4 | 71.8 | — | — | — | — | — | — | — | — | |
| GKDVenue=IROS21, Source-free=true, Multimodal=false2023.11 | 68.3 | 68.4 | 69.6 | 60.3 | 65.2 | 59.5 | 81.4 | 68.7 | — | 63.2 | — | — | 61.4 | 77.4 | 71.5 | 77.6 | |
| SHOTSource-Free (SF)=true, Backbone=ResNet-502025.05 | 67.7 | 68.4 | 66.9 | 60.1 | 66.1 | 59.9 | 80.8 | 67.1 | — | — | — | — | — | — | — | — | |
| SF(DA)2Source-Free (SF)=true, Backbone=ResNet-502025.05 | 67.7 | 59.6 | 67.8 | 83.5 | 60.2 | 68.8 | 70.5 | 68.3 | — | — | — | — | — | — | — | — | |
| SHOTSource-free=true, Backbone=ResNet-502022.04 | 67.7 | 68.4 | 66.9 | 60.1 | 66.1 | 59.9 | 80.8 | 67.1 | — | — | — | — | — | — | — | — | |
| SHOTVenue=ICML20, Source-free=true, Multimodal=false2023.11 | 67.7 | 67.6 | 67.9 | 59.5 | 64 | 57.8 | 81.3 | 68.1 | — | 61.7 | — | — | 63.5 | 78.2 | 70.2 | 78 | |
| SHOTSF=true, Backbone=ResNet-1012026.03 | 67.7 | 67.6 | 67.9 | 59.5 | 64 | 57.8 | 81.3 | 68.1 | — | 61.7 | — | — | 63.5 | 78.2 | 70.2 | 78 | |
| TPDSVenue=IJCV23, Source-free=true, Multimodal=false2023.11 | 66.4 | 67 | 65.6 | 59.8 | 64.3 | 58.2 | 79 | 67.1 | — | 61.5 | — | — | 62.9 | 77.1 | 68.6 | 75.3 | |
| NRCVenue=NIPS21, Source-free=true, Multimodal=false2023.11 | 64.7 | 69.4 | 62.9 | 58.3 | 65.8 | 58.7 | 81.3 | 67.5 | — | 60.7 | — | — | 62.6 | 77.1 | 69.4 | 78.7 | |
| AdaConVenue=CVPR22, Source-free=true, Multimodal=false2023.11 | 63.1 | 68.1 | 62.2 | 55.9 | 66 | 55.6 | 78.3 | 65.4 | — | 58.2 | — | — | 60.8 | 74.8 | 67.1 | 75.4 | |
| PLUEVenue=CVPR23, Source-free=true, Multimodal=false2023.11 | 61.6 | 65.9 | 61.6 | 56 | 64.3 | 53.8 | 78.5 | 64.7 | — | 57.9 | — | — | 59.8 | 74 | 67.5 | 76 | |
| AdaContrastSource-free=true, Backbone=ResNet-50, Online adaptation=true2022.04 | 61.1 | 66.9 | 60.8 | 53.4 | 62.7 | 54.5 | 78.9 | 62.6 | — | — | — | — | — | — | — | — | |
| CGCTSetting=Target Combined, Backbone=ResNet-1012021.04 | 60.3 | 57.1 | 48.5 | — | — | 48.9 | 58.8 | 45.7 | 26.9 | 43.4 | 21.7 | — | — | — | — | — | |
| D-CGCTSetting=Multi-Target, Backbone=ResNet-1012021.04 | 59.6 | 55.6 | 51 | — | — | 48.4 | 58.2 | 45.6 | 25.3 | 45.3 | 21.7 | — | — | — | — | — | |
| TENTSource-Free (SF)=true, Backbone=ResNet-502025.05 | 58.5 | 65.7 | 57.9 | 48.5 | 52.4 | 54 | 67 | 57.7 | — | — | — | — | — | — | — | — | |
| TENTSource-free=true, Backbone=ResNet-502022.04 | 58.5 | 65.7 | 57.9 | 48.5 | 52.4 | 54 | 67 | 57.7 | — | — | — | — | — | — | — | — | |
| CDAN + DCLSetting=Multi-Target, Backbone=ResNet-1012021.04 | 58 | 54 | 50.7 | — | — | 45.2 | 61.5 | 44.8 | 23.7 | 45 | 20.3 | — | — | — | — | — | |
| Source onlySource-Free (SF)=false, Backbone=ResNet-502025.05 | 55.5 | 62.7 | 53 | 46.9 | 50.1 | 46.3 | 75 | 55.6 | — | — | — | — | — | — | — | — | |
| Source onlyBackbone=ResNet-502022.04 | 55.5 | 62.7 | 53 | 46.9 | 50.1 | 46.3 | 75 | 55.6 | — | — | — | — | — | — | — | — | |
| Source2023.11 | 55.3 | 62.7 | 53.3 | 47.5 | 50.7 | 46.4 | 75.3 | 54.7 | — | 46.2 | — | — | 44.6 | 59.8 | 55.1 | 59.5 | |
| CDANSetting=Target Combined, Backbone=ResNet-1012021.04 | 52.7 | 48.7 | 44.1 | — | — | 40.8 | 57.8 | 40.1 | 21.5 | 37.8 | 17.7 | — | — | — | — | — | |
| CDANSetting=Multi-Target, Backbone=ResNet-1012021.04 | 51.9 | 49 | 44.6 | — | — | 40.7 | 57.9 | 40.6 | 22.5 | 39.6 | 18.4 | — | — | — | — | — | |
| MCCSource-Free (SF)=false, Backbone=ResNet-502025.05 | 44.8 | 65.7 | 41.9 | 34.9 | 47.3 | 35.3 | 72.4 | 48.9 | — | — | — | — | — | — | — | — | |
| MCCSource-free=false, Backbone=ResNet-502022.04 | 44.8 | 65.7 | 41.9 | 34.9 | 47.3 | 35.3 | 72.4 | 48.9 | — | — | — | — | — | — | — | — | |
| HGANSetting=Multi-Target, Backbone=ResNet-1012021.04 | 43.2 | 43.4 | 35.9 | — | — | 34.3 | 52.3 | 34.7 | 17.8 | 35.7 | 15.6 | — | — | — | — | — | |
| MSTNSetting=Target Combined, Backbone=ResNet-1012021.04 | 40.2 | 40.5 | 32.2 | — | — | 31.4 | 48.3 | 31.5 | 14.9 | 31.5 | 13 | — | — | — | — | — | |
| ADDASetting=Target Combined, Backbone=ResNet-1012021.04 | 33.9 | 35 | 26.9 | — | — | 27.5 | 41.7 | 26.8 | 12.7 | 26.2 | 10.7 | — | — | — | — | — |