Object Detection on Clipart1k (test)
83.59mAPXL Model w/ All Images
Evaluation results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| XL Model w/ All ImagesSupervision Type=FS, Training Images=All, Model Architecture=XL2022.11 | 83.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Train w/ All ImagesSupervision Type=FS, Training Images=All2022.11 | 77.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Inoue et al.Supervision Type=FS2022.11 | 76.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| H2FA R-CNNSupervision Type=WS2022.11 | 75.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMTSupervision Type=SS2022.11 | 70.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-adaptSupervision Type=SS2022.11 | 69.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Train w/ 256 ImagesSupervision Type=FS, Training Images=2562022.11 | 65.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Teacher-StudentSupervision Type=SS2022.11 | 64.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Inoue et al.Supervision Type=WS2022.11 | 63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Train w/ 64 ImagesSupervision Type=FS, Training Images=642022.11 | 58.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| All StylesSupervision Type=NS2022.11 | 55.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ideal casebaseline FSD=SSD3002018.03 | 55.4 | 50.5 | 60.3 | 40.1 | 55.9 | 34.8 | 79.7 | 61.9 | 13.5 | 56.2 | 76.1 | 57.7 | 36.8 | 63.5 | 92.3 | 76.2 | 49.8 | 40.2 | 28.1 | 60.3 | 74.4 | — | — | — | |
| MILABackbone=ResNet-101, Source Domain=PASCAL VOC2023.09 | 49.9 | 28.3 | — | 35.2 | 42 | 56.7 | 44.6 | 61.5 | 9.3 | 59 | 62.2 | 44 | 24.2 | — | 77 | 79 | 62.5 | 29.3 | 45.1 | 49.8 | 47.8 | 60.9 | 80 | — | |
| MILABackbone=ResNet-1012023.09 | 49.9 | 28.3 | — | 35.2 | 42 | 56.7 | 44.6 | 61.5 | 9.3 | 59 | 62.2 | 44 | 24.2 | — | 77 | 79 | 62.5 | 29.3 | 45.1 | 49.8 | 47.8 | 60.9 | 80 | — | |
| AT†Backbone=ResNet-101, Source Domain=PASCAL VOC, Note=Results copied from the origin paper2023.09 | 49.3 | 33.8 | — | 38.6 | 49.4 | 52.4 | 53.9 | 56.7 | 7.5 | 52.8 | 63.5 | 34 | 25 | — | 72.1 | 77.2 | 57.7 | 27.2 | 52 | 55.7 | 54.1 | 62.2 | 60.9 | — | |
| ATBackbone=ResNet-101, Source Domain=PASCAL VOC2023.09 | 47.7 | 31.1 | — | 32.9 | 35.5 | 60.5 | 44.8 | 56.6 | 3.3 | 60 | 56.4 | 41.5 | 14.7 | — | 85.7 | 76.5 | 57.2 | 31.6 | 35.9 | 47.7 | 46.2 | 61.6 | 75.2 | — | |
| ATBackbone=ResNet-1012023.09 | 47.7 | 31.1 | — | 32.9 | 35.5 | 60.5 | 44.8 | 56.6 | 3.3 | 60 | 56.4 | 41.5 | 14.7 | — | 85.7 | 76.5 | 57.2 | 31.6 | 35.9 | 47.7 | 46.2 | 61.6 | 75.2 | — | |
| DT+PLbaseline FSD=SSD3002018.03 | 46 | 35.7 | 61.9 | 26.2 | 45.9 | 29.9 | 74 | 48.7 | 2.8 | 53 | 72.7 | 50.2 | 19.3 | 40.9 | 62.4 | 42.4 | 22.8 | 38.5 | 49.3 | 59.5 | 46 | — | — | — | |
| OracleBackbone=ResNet-101, Source Domain=PASCAL VOC2023.09 | 45 | 33.3 | — | 43.1 | 38 | 24.5 | 82 | 57.4 | 22.9 | 48.4 | 49.2 | 37.9 | 46.4 | — | 54 | 73.7 | 39.5 | 36.7 | 19.1 | 53.2 | 52.9 | 41.1 | 47.6 | — | |
| OracleBackbone=ResNet-1012023.09 | 45 | 33.3 | — | 43.1 | 38 | 24.5 | 82 | 57.4 | 22.9 | 48.4 | 49.2 | 37.9 | 46.4 | — | 54 | 73.7 | 39.5 | 36.7 | 19.1 | 53.2 | 52.9 | 41.1 | 47.6 | — | |
| UMTBackbone=ResNet-1012023.09 | 44.1 | 39.6 | — | 32.4 | 35 | 45.1 | 61.9 | 48.4 | 7.5 | 46 | 67.6 | 21.4 | 29.5 | — | 75.9 | 70.5 | 56.7 | 25.9 | 28.9 | 39.4 | 43.6 | 48.2 | 59.1 | — | |
| Diversify and Matchn=32019.05 | 41.8 | 25.8 | 63.2 | 24.5 | 42.4 | 47.9 | 43.1 | 37.5 | 9.1 | 47 | 46.7 | 26.8 | 24.9 | 48.1 | 78.7 | 63 | 45 | 21.3 | 36.1 | 52.3 | 53.4 | — | — | — | |
| Unbiased DAType=UDA2022.03 | 41.8 | 39.5 | 60 | 30.5 | 39.7 | 37.5 | 56 | 42.7 | 11.1 | 49.6 | 59.5 | 21 | 29.2 | 49.5 | — | 66.4 | 48 | 21.2 | 13.5 | 38.8 | 50.4 | — | — | — | |
| DMBackbone=ResNet-1012023.09 | 41.8 | 25.8 | — | 24.5 | 42.4 | 47.9 | 43.1 | 37.5 | 9.1 | 47 | 46.7 | 26.8 | 24.9 | — | 78.7 | 63 | 45 | 21.3 | 36.1 | 52.3 | 53.4 | 48.1 | 63.2 | — | |
| SCLBackbone=ResNet-1012023.09 | 41.5 | 44.7 | — | 33.6 | 27.4 | 42.2 | 55.6 | 38.3 | 19.2 | 37.9 | 69 | 30.1 | 26.3 | — | 67.3 | 61 | 47.9 | 21.4 | 26.3 | 50.1 | 47.3 | 34.4 | 50 | — | |
| HTCNBackbone=ResNet-1012023.09 | 40.3 | 33.6 | — | 34 | 23.4 | 45.6 | 57 | 39.8 | 12 | 39.7 | 51.3 | 21.1 | 20.1 | — | 72.8 | 63 | 43.1 | 19.3 | 30.1 | 50.2 | 51.8 | 39.1 | 58.9 | — | |
| CRDAType=UDA2022.03 | 38.3 | 28.7 | 55.3 | 31.8 | 26 | 40.1 | 63.6 | 36.6 | 9.4 | 38.7 | 49.3 | 17.6 | 14.1 | 33.3 | — | 61.3 | 46.3 | 22.3 | 24.3 | 49.1 | 44.3 | — | — | — | |
| CRDABackbone=ResNet-1012023.09 | 38.3 | 28.7 | — | 31.8 | 26 | 40.1 | 63.6 | 36.6 | 9.4 | 38.7 | 49.3 | 17.6 | 14.1 | — | 74.3 | 61.3 | 46.3 | 22.3 | 24.3 | 49.1 | 44.3 | 33.3 | 55.3 | — | |
| Strong-Weak Distribution Alignmentglobal alignment (G)=true, instance-level alignment (I)=false, context-vector based regularization (CTX)=true, local-alignment (L)=true2018.12 | 38.1 | 26.2 | 48.5 | 32.6 | 33.7 | 38.5 | 54.3 | 37.1 | 18.6 | 34.8 | 58.3 | 17 | 12.5 | — | — | 61.6 | 52 | 9.3 | 24.9 | 54.1 | 49.1 | 33.8 | — | — | |
| SWDABackbone=ResNet-1012023.09 | 38.1 | 26.2 | — | 32.6 | 33.7 | 38.5 | 54.3 | 37.1 | 18.6 | 34.8 | 58.3 | 17 | 12.5 | — | 65.5 | 61.6 | 52 | 9.3 | 24.9 | 54.1 | 49.1 | 33.8 | 48.5 | — | |
| DTbaseline FSD=SSD3002018.03 | 38 | 23.3 | 60.1 | 24.9 | 41.5 | 26.4 | 53 | 44 | 4.1 | 45.3 | 51.5 | 39.5 | 11.6 | 40.4 | 62.2 | 61.1 | 37.1 | 20.9 | 39.6 | 38.4 | 36 | — | — | — | |
| I³Netvariation=Full2021.03 | 37.8 | 30 | 67.4 | 32.5 | 21.8 | 29.2 | 62.5 | 41.3 | 11.6 | 37.1 | 39.4 | 27.4 | 19.3 | — | 67 | 55.2 | 42.9 | 19.5 | 36.2 | 50.7 | 39.3 | 25 | — | — | |
| Strong-Weak Distribution Alignmentglobal alignment (G)=true, instance-level alignment (I)=false, context-vector based regularization (CTX)=true, local-alignment (L)=false2018.12 | 37.5 | 31.7 | 55.2 | 30.9 | 26.8 | 43.4 | 47.5 | 40 | 7.9 | 36.7 | 50 | 14.3 | 18 | — | — | 62.3 | 50.4 | 13.4 | 24.5 | 54.2 | 45.8 | 29.2 | — | — | |
| I³Netvariation=w/o COPM2021.03 | 36.6 | 28.7 | 53.8 | 28.4 | 23.1 | 25.3 | 58.4 | 42.8 | 19.2 | 40.4 | 33.6 | 32.7 | 18.1 | — | 66.8 | 52.5 | 35.6 | 13.4 | 37.3 | 52.4 | 46 | 23.5 | — | — | |
| PLbaseline FSD=SSD3002018.03 | 36.4 | 21.2 | 59.8 | 22 | 26.6 | 25 | 54.7 | 51.3 | 3.9 | 47.4 | 44.5 | 40.3 | 14.3 | 33.6 | 55.1 | 50.8 | 41.1 | 23.2 | 26.3 | 40.5 | 43.2 | — | — | — | |
| Strong-Weak Distribution Alignmentglobal alignment (G)=true, instance-level alignment (I)=false, context-vector based regularization (CTX)=false, local-alignment (L)=false2018.12 | 36.4 | 30.5 | 48.5 | 33.6 | 24.8 | 41.2 | 48.9 | 32.4 | 17.2 | 34.5 | 55 | 19 | 13.6 | — | — | 63 | 45.3 | 12.5 | 22.6 | 45 | 38.9 | 35.1 | — | — | |
| I³Netvariation=w/o DCBR2021.03 | 36 | 30.5 | 71.4 | 25.6 | 17.9 | 24 | 47.8 | 35.7 | 13.8 | 40.6 | 36.3 | 27.8 | 16.5 | — | 66.9 | 56.6 | 38.2 | 10.5 | 39.9 | 50.7 | 44.5 | 24.5 | — | — | |
| I³Netvariation=w/o RJCA2021.03 | 35.9 | 28.8 | 69.1 | 25.4 | 16.2 | 28.9 | 56.1 | 39 | 12.6 | 41.1 | 33.1 | 29.7 | 13 | — | 67.8 | 55.9 | 36.3 | 11.9 | 34.2 | 48.9 | 46.9 | 22.9 | — | — | |
| HTCN2021.03 | 35.8 | 28.7 | 69 | 25.3 | 16.1 | 28.7 | 56 | 38.9 | 12.5 | 41 | 33 | 29.6 | 12.9 | — | 67.7 | 55.9 | 36.1 | 11.8 | 34.1 | 48.8 | 46.8 | 22.9 | — | — | |
| BSR+WST2021.03 | 35.7 | 28 | 67.6 | 23.9 | 19 | 21.9 | 64.3 | 43.5 | 16.4 | 42.2 | 25.9 | 30.5 | 7.9 | — | 64.5 | 54.5 | 36.4 | 10.3 | 31.2 | 57.4 | 43.5 | 25.5 | — | — | |
| SWDA+2021.03 | 34.7 | 29 | 55.2 | 25 | 20.4 | 24.6 | 55.4 | 36.1 | 13.1 | 41.2 | 38.3 | 30.3 | 17 | — | 60.7 | 50.4 | 36.6 | 10.6 | 38.4 | 49.2 | 41.2 | 21.2 | — | — | |
| BSR2021.03 | 34 | 26.3 | 66.9 | 21.9 | 20 | 24.7 | 55.3 | 42.9 | 11.4 | 40.5 | 30.5 | 25.7 | 17.3 | — | 56.8 | 50.9 | 35.2 | 11 | 33.2 | 47.1 | 38.7 | 23.2 | — | — | |
| WST2021.03 | 33.8 | 30.8 | 66.8 | 18.7 | 23 | 24.9 | 57.5 | 40.2 | 10.9 | 38 | 25.9 | 36 | 15.6 | — | 65.5 | 52.1 | 35.3 | 1 | 34.6 | 38.1 | 39.4 | 22.6 | — | — | |
| DT+PL w/o labelbaseline FSD=SSD300, image_labels=false2018.03 | 32.7 | 16.8 | 53.7 | 19.7 | 31.9 | 21.3 | 39.3 | 39.8 | 2.2 | 42.7 | 46.3 | 24.5 | 13 | 42.8 | 50.4 | 53.3 | 38.5 | 14.9 | 25.1 | 41.5 | 37.3 | — | — | — | |
| DT+PLmode=w/o label2021.03 | 32.7 | 16.8 | 50.4 | 19.7 | 31.9 | 21.3 | 39.3 | 39.8 | 2.2 | 42.7 | 46.3 | 24.5 | 13 | — | 53.7 | 53.3 | 38.5 | 1 | 25.1 | 41.5 | 37.3 | 42.8 | — | — | |
| DT2019.05 | 32.1 | 16.4 | 62.5 | 22.8 | 31.9 | 44.1 | 36.3 | 27.9 | 0.7 | 41.9 | 13.1 | 37.6 | 5.2 | 28 | 64.8 | 58.2 | 42.7 | 9.2 | 19.8 | 32.8 | 47.3 | — | — | — | |
| DANN2021.03 | 31.8 | 24.1 | 50.9 | 27.5 | 18.5 | 20.3 | 59.3 | 37.4 | 3.8 | 35.1 | 32.6 | 23.9 | 13.8 | — | 52.6 | 49.9 | 36.3 | 11.6 | 31.3 | 48 | 35.8 | 22.5 | — | — | |
| DANNType=UDA2022.03 | 31.8 | 24.1 | 52.6 | 27.5 | 18.5 | 20.3 | 59.3 | 37.4 | 3.8 | 35.1 | 32.6 | 23.9 | 13.8 | 22.5 | — | 49.9 | 36.3 | 11.6 | 31.3 | 48 | 35.8 | — | — | — | |
| IRGType=SFDA2022.03 | 31.5 | 20.3 | 47.3 | 27.3 | 19.7 | 30.5 | 54.2 | 36.2 | 10.3 | 35.1 | 20.6 | 20.2 | 12.3 | 28.7 | — | 47.5 | 42.4 | 9.09 | 21.1 | 42.3 | 50.3 | — | — | — | |
| SFODType=SFDA2022.03 | 29.5 | 20.1 | 51.5 | 26.8 | 23 | 24.8 | 64.1 | 37.6 | 10.3 | 36.3 | 20 | 18.7 | 13.5 | 26.5 | — | 37.1 | 32.1 | 10.1 | 17.6 | 42.6 | 30 | — | — | — | |
| Mean-teacherType=SFDA2022.03 | 29.1 | 22.3 | 42.3 | 23.8 | 21.7 | 23.5 | 60.7 | 33.2 | 9.1 | 24.7 | 16.7 | 12.2 | 13.1 | 26.8 | — | 43.9 | 34.5 | 9.09 | 24.3 | 37.9 | 42.2 | — | — | — | |
| SourceBackbone=ResNet-101, Source Domain=PASCAL VOC2023.09 | 28.8 | 23 | — | 20.1 | 23.6 | 25.7 | 42.6 | 25.2 | 0.9 | 41.2 | 25.6 | 23.7 | 11.2 | — | 49.5 | 45.2 | 46.9 | 9.1 | 22.3 | 38.9 | 31.5 | 28.2 | 39.6 | — | |
| SourceBackbone=ResNet-1012023.09 | 28.8 | 23 | — | 20.1 | 23.6 | 25.7 | 42.6 | 25.2 | 0.9 | 41.2 | 25.6 | 23.7 | 11.2 | — | 49.5 | 45.2 | 46.9 | 9.1 | 22.3 | 38.9 | 31.5 | 28.2 | 39.6 | — | |
| PLType=SFDA2022.03 | 28.2 | 18.3 | 48.4 | 19.2 | 22.4 | 12.8 | 38.9 | 36.1 | 5.2 | 36.9 | 24.8 | 29.3 | 9.09 | 34.6 | — | 43.1 | 34.3 | 9.09 | 14.4 | 26.9 | 19.8 | — | — | — | |
| Source Onlyglobal alignment (G)=false, instance-level alignment (I)=false, context-vector based regularization (CTX)=false, local-alignment (L)=false2018.12 | 27.8 | 35.6 | 52.5 | 24.3 | 23 | 20 | 43.9 | 32.8 | 10.7 | 30.6 | 11.7 | 13.8 | 6 | — | — | 48.7 | 41.9 | 16.5 | 7.3 | 22.9 | 32 | 36.8 | — | — | |
| Source onlyType=S (Source only)2022.03 | 27.8 | 35.6 | 52.5 | 24.3 | 23 | 20 | 43.9 | 32.8 | 10.7 | 30.6 | 11.7 | 13.8 | 6 | 36.8 | — | 48.7 | 41.9 | 16.5 | 7.3 | 22.9 | 32 | — | — | — | |
| ADDAbaseline FSD=SSD3002018.03 | 27.4 | 20.1 | 50.2 | 20.5 | 23.6 | 11.4 | 40.5 | 34.9 | 2.3 | 39.7 | 22.3 | 27.1 | 10.4 | 31.7 | 53.6 | 46.6 | 32.1 | 18 | 21.1 | 23.6 | 18.3 | — | — | — | |
| ADDAType=UDA2022.03 | 27.4 | 20.1 | 50.2 | 20.5 | 23.6 | 11.4 | 40.5 | 34.9 | 2.3 | 39.7 | 22.3 | 27.1 | 10.4 | 31.7 | — | 46.6 | 32.1 | 18 | 21.1 | 23.6 | 18.3 | — | — | — | |
| Baselinebaseline FSD=SSD3002018.03 | 26.8 | 19.8 | 49.5 | 20.1 | 23 | 11.3 | 38.6 | 34.2 | 2.5 | 39.1 | 21.6 | 27.3 | 10.8 | 32.5 | 54.1 | 45.3 | 31.2 | 19 | 19.5 | 19.1 | 17.9 | — | — | — | |
| Ensemblebaseline FSD=SSD300, components=SSD300 + CLNet + WSDDN2018.03 | 26.7 | 20.6 | 49.6 | 20.5 | 23.4 | 11.3 | 39.3 | 35.2 | 2.6 | 39 | 22.8 | 27.3 | 11.2 | 33.2 | 54.7 | 34 | 30.7 | 21 | 20.3 | 20.3 | 18.3 | — | — | — | |
| Source Only2021.03 | 26.7 | 27.3 | 49.5 | 17.5 | 16 | 14.5 | 43.7 | 32 | 10.2 | 38.6 | 15.3 | 24.5 | 16 | — | 60.4 | 30.7 | 30 | 2.3 | 23 | 35.1 | 29.9 | 18.4 | — | — | |
| BDC-Fasterglobal alignment (G)=true, instance-level alignment (I)=false, context-vector based regularization (CTX)=false, local-alignment (L)=false2018.12 | 25.6 | 20.2 | 46.4 | 20.4 | 19.3 | 18.7 | 41.3 | 26.5 | 6.4 | 33.2 | 11.7 | 26 | 1.7 | — | — | 37.7 | 44.5 | 10.6 | 20.4 | 33.3 | 15.5 | 36.6 | — | — | |
| BDC FasterType=UDA2022.03 | 25.6 | 20.2 | 46.4 | 20.4 | 19.3 | 18.7 | 41.3 | 26.5 | 6.4 | 33.2 | 11.7 | 26 | 1.7 | 36.6 | — | 37.7 | 44.5 | 10.6 | 20.4 | 33.3 | 15.5 | — | — | — | |
| PL w/o labelbaseline FSD=SSD300, image_labels=false2018.03 | 25.3 | 18.6 | 40.3 | 17.1 | 16.7 | 4.9 | 35.3 | 36.1 | 1.1 | 36 | 22.9 | 29.1 | 14.7 | 31.5 | 52.6 | 43.8 | 28.6 | 13.3 | 14.6 | 32.8 | 15.1 | — | — | — | |
| Baseline2019.05 | 24.9 | 13.9 | 51.5 | 20.4 | 10.1 | 29.5 | 35.1 | 24.6 | 3 | 34.7 | 2.6 | 25.7 | 13.3 | 27.2 | 47.9 | 37.5 | 40.6 | 4.6 | 9.1 | 27.5 | 40.2 | — | — | — | |
| DAFmode=Img2019.05 | 22.4 | 20 | 49.9 | 19.5 | 17 | 21.2 | 24.7 | 20 | 2 | 30.2 | 10.5 | 15.4 | 3.3 | 25.9 | 49.3 | 32.9 | 23.6 | 14.3 | 5.5 | 30.1 | 32 | — | — | — | |
| DA-Fasterglobal alignment (G)=true, instance-level alignment (I)=true, context-vector based regularization (CTX)=false, local-alignment (L)=false2018.12 | 19.8 | 15 | 34.6 | 12.4 | 11.9 | 19.8 | 21.1 | 23.2 | 3.1 | 22.1 | 26.3 | 10.6 | 10 | — | — | 34.6 | 29.3 | 1 | 17.1 | 19.7 | 24.8 | 19.6 | — | — | |
| DAFType=UDA2022.03 | 19.8 | 15 | 34.6 | 12.4 | 11.9 | 19.8 | 21.1 | 23.3 | 3.1 | 22.1 | 26.3 | 10.6 | 10 | 19.6 | — | 34.6 | 29.3 | 1 | 17.1 | 19.7 | 24.8 | — | — | — | |
| CLNetbaseline FSD=SSD3002018.03 | 7.8 | 3.2 | 22.3 | 2.2 | 0.7 | 4.6 | 4.8 | 17.5 | 0.2 | 4.8 | 1.6 | 6.4 | 0.6 | 4.7 | 0.6 | 12.5 | 13.1 | 14.1 | 4.1 | 8 | 29.7 | — | — | — | |
| WSDDNbaseline FSD=SSD3002018.03 | 4.4 | 1.6 | 3.6 | 0.6 | 2.3 | 0.1 | 11.7 | 4.5 | 0 | 3.2 | 0.1 | 2.8 | 2.3 | 0.9 | 0.1 | 14.4 | 16 | 4.5 | 0.7 | 1.2 | 18.3 | — | — | — | |
| DA-FasterSetting=Unsupervised Domain Adaptation (UDA)2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.8 | |
| DBGLSetting=Unsupervised Domain Adaptation (UDA)2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.6 | |
| DeticBaseline=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61 | |
| DivAlignSetting=Single-source Domain Generalization (Single-DGOD)2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.5 | |
| HCLUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.1 | |
| HCLUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.7 | |
| HTCNSetting=Unsupervised Domain Adaptation (UDA)2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.3 | |
| IRG-SFDAUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.3 | |
| IRG-SFDAUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65 | |
| KGDUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.1 | |
| MTUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.7 | |
| MTUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.4 | |
| SFODUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.4 | |
| SFODUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.6 | |
| SHOTUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.3 | |
| SHOTUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.3 | |
| SWDASetting=Unsupervised Domain Adaptation (UDA)2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.1 |