Multi-source Domain Adaptation on PACS
98.77Acc (Art Painting)GAMA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GAMA2026.04 | 98.77 | 93.73 | 89.27 | 92.81 | 93.65 | — | — | — | — | — | |
| iMSDA2026.04 | 93.8 | 92.5 | 89.2 | 98.5 | 93.5 | — | — | — | — | — | |
| iMSDA2026.04 | 93.75 | 92.46 | 89.22 | 98.48 | 93.48 | — | — | — | — | — | |
| GAMA2026.04 | 93.7 | 92.8 | 89.3 | 98.8 | 93.7 | — | — | — | — | — | |
| GeNRT2026.04 | 93.6 | 91.4 | 85.7 | 98.5 | 92.3 | — | — | — | — | — | |
| T-SVDNet2026.04 | 90.4 | 90.6 | 85.5 | 98.5 | 91.3 | — | — | — | — | — | |
| LtC-MSDA2026.04 | 90.2 | 90.5 | 81.5 | 97.2 | 89.8 | — | — | — | — | — | |
| WBN2026.04 | 89.9 | 89.7 | 58 | 97.4 | 83.8 | — | — | — | — | — | |
| WBN2026.04 | 89.9 | 89.7 | 58 | 97.4 | 83.8 | — | — | — | — | — | |
| CDAN + DCLSetting=Multi-target, Backbone=ResNet-502021.04 | 89.8 | 89 | 68.7 | 98.8 | 81.7 | — | — | — | — | — | |
| M3SDA2026.04 | 89.3 | 89.9 | 76.7 | 97.3 | 88.3 | — | — | — | — | — | |
| M3SDA2026.04 | 89.3 | 89.9 | 76.7 | 97.3 | 88.3 | — | — | — | — | — | |
| MCD2026.04 | 88.7 | 88.9 | 73.9 | 96.4 | 87 | — | — | — | — | — | |
| MCD2026.04 | 88.7 | 88.9 | 73.9 | 96.4 | 87 | — | — | — | — | — | |
| D-CGCTSetting=Multi-target, Backbone=ResNet-502021.04 | 88.6 | 90.2 | 84.6 | 99.4 | 87 | — | — | — | — | — | |
| CMSS2026.04 | 88.6 | 90.4 | 82 | 96.9 | 89.5 | — | — | — | — | — | |
| CMSS2026.04 | 88.6 | 90.4 | 82 | 96.9 | 89.5 | — | — | — | — | — | |
| DDiscoveryBackbone=Resnet-182019.03 | 87.7 | 86.9 | 69.6 | 97 | 85.3 | — | — | — | — | — | |
| DialBackbone=Resnet-182019.03 | 87.3 | 85.5 | 66.8 | 97 | 84.15 | — | — | — | — | — | |
| iLCC-LCS2026.04 | 86.4 | 81.1 | 86 | 95.9 | 87.4 | — | — | — | — | — | |
| JiGenBackbone=Resnet-18, alpha_s=0.7, alpha_t=0.5, entropy_loss_weight=0.12019.03 | 85.73 | 82.58 | 78.34 | 98.1 | 86.19 | — | — | — | — | — | |
| JiGenBackbone=Resnet-18, alpha_s=0.7, alpha_t=0.1, entropy_loss_weight=0.12019.03 | 85.58 | 82.18 | 78.61 | 98.26 | 86.15 | — | — | — | — | — | |
| JiGenBackbone=Resnet-18, alpha_s=0.7, alpha_t=0.9, entropy_loss_weight=0.12019.03 | 85.32 | 80.56 | 79.93 | 97.63 | 85.86 | — | — | — | — | — | |
| JiGenBackbone=Resnet-18, alpha_s=0.7, alpha_t=0.3, entropy_loss_weight=0.12019.03 | 85.08 | 81.28 | 81.5 | 97.96 | 86.46 | — | — | — | — | — | |
| JiGenBackbone=Resnet-18, alpha_s=0.7, alpha_t=0.7, entropy_loss_weight=0.12019.03 | 84.88 | 81.07 | 79.05 | 97.96 | 85.74 | — | — | — | — | — | |
| DANN2026.04 | 81.9 | 77.5 | 74.6 | 91.8 | 81.5 | — | — | — | — | — | |
| DANN2026.04 | 81.9 | 77.5 | 74.6 | 91.8 | 81.5 | — | — | — | — | — | |
| CGCTSetting=Target Combined, Backbone=ResNet-502021.04 | 81.7 | 75.4 | 70.5 | 98.3 | 69.1 | — | — | — | — | — | |
| MDAN2026.04 | 79.1 | 76 | 72 | 91.4 | 79.6 | — | — | — | — | — | |
| MDAN2026.04 | 79.1 | 76 | 72 | 91.4 | 79.6 | — | — | — | — | — | |
| HGANSetting=Multi-target, Backbone=ResNet-502021.04 | 78.8 | 78.3 | 72.1 | 97.7 | 76.8 | — | — | — | — | — | |
| Deep AllBackbone=Resnet-18, entropy_loss=unknown2019.03 | 77.85 | 74.86 | 67.74 | 95.73 | 79.05 | — | — | — | — | — | |
| Source Only2026.04 | 74.9 | 72.1 | 64.7 | 94.5 | 76.6 | — | — | — | — | — | |
| Source Only2026.04 | 74.9 | 72.1 | 64.7 | 94.5 | 76.6 | — | — | — | — | — | |
| Deep AllBackbone=Resnet-182019.03 | 74.7 | 72.4 | 60.1 | 92.9 | 75.03 | — | — | — | — | — | |
| MSTNSetting=Target Combined, Backbone=ResNet-502021.04 | 70.8 | 71.2 | 70.4 | 96.2 | 68.9 | — | — | — | — | — | |
| ADDASetting=Target Combined, Backbone=ResNet-502021.04 | 67.3 | 68 | 65.3 | 96 | 65.4 | — | — | — | — | — | |
| CDANSetting=Multi-target, Backbone=ResNet-502021.04 | 65 | 81.9 | 75.9 | 95.4 | 71.9 | — | — | — | — | — | |
| CDANSetting=Target Combined, Backbone=ResNet-502021.04 | 49.4 | 61.1 | 56.8 | 95.9 | 62.1 | — | — | — | — | — | |
| CMSSBackbone=ResNet-182021.11 | — | — | — | — | — | 88.6 | 90.4 | 82 | 96.9 | 89.5 | |
| CoViBackbone=ResNet-182021.11 | — | — | — | — | — | 93.11 | 93.86 | 88.06 | 99.04 | 93.52 | |
| DSONBackbone=ResNet-182021.11 | — | — | — | — | — | 86.54 | 88.61 | 86.93 | 99.42 | 90.38 | |
| JiGenBackbone=ResNet-182021.11 | — | — | — | — | — | 86.1 | 87.6 | 73.4 | 98.3 | 86.3 | |
| Meta-MCDBackbone=ResNet-182021.11 | — | — | — | — | — | 87.4 | 86.18 | 78.26 | 97.13 | 87.24 | |
| MSTNBackbone=ResNet-18, Reproduced=true2021.11 | — | — | — | — | — | 85.5 | 86.22 | 80.81 | 95.27 | 86.95 | |
| T-SVDNetBackbone=ResNet-182021.11 | — | — | — | — | — | 90.43 | 90.61 | 85.49 | 98.5 | 91.25 |