Image Classification on VLCS (leave-one-domain-out)
81.14Average AccuracyWATT-S
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WATT-Sstrategy=Sequential MTWA2024.06 | 81.14 | 83.41 | 68.49 | 99.51 | 73.13 | — | |
| ZooD (F. Selection)Mode=fine-tune ensemble of top-K models with feature selection2022.10 | 80.6 | — | — | — | — | 24.5 | |
| TENT2024.06 | 80.27 | 84.42 | 67.89 | 99.51 | 69.27 | — | |
| WATT-Pstrategy=Parallel MTWA2024.06 | 80.25 | 82.3 | 66.67 | 99.43 | 72.61 | — | |
| CLIP2024.06 | 80.16 | 84.13 | 68.15 | 99.51 | 68.85 | — | |
| ZooD (Ensemble)Mode=fine-tune ensemble of top-K models2022.10 | 80.1 | — | — | — | — | — | |
| CLIPArTT2024.06 | 80.06 | 84.09 | 67.96 | 99.51 | 68.68 | — | |
| ZooD (Single)Mode=fine-tune top-1 model2022.10 | 79.5 | — | — | — | — | — | |
| SWADProtocol=DomainBed settings2022.10 | 79.1 | — | — | — | — | — | |
| IRMProtocol=DomainBed settings2022.10 | 78.6 | — | — | — | — | — | |
| DANNProtocol=DomainBed settings2022.10 | 78.6 | — | — | — | — | — | |
| VRExProtocol=DomainBed settings2022.10 | 78.3 | — | — | — | — | — | |
| MixStyleProtocol=DomainBed settings2022.10 | 77.9 | — | — | — | — | — | |
| SagNetProtocol=DomainBed settings2022.10 | 77.8 | — | — | — | — | — | |
| ARMProtocol=DomainBed settings2022.10 | 77.6 | — | — | — | — | — | |
| ERMProtocol=DomainBed settings2022.10 | 77.5 | — | — | — | — | — | |
| MMDProtocol=DomainBed settings2022.10 | 77.5 | — | — | — | — | — | |
| CDANNProtocol=DomainBed settings2022.10 | 77.5 | — | — | — | — | — | |
| I-MixupProtocol=DomainBed settings2022.10 | 77.4 | — | — | — | — | — | |
| MLDGProtocol=DomainBed settings2022.10 | 77.2 | — | — | — | — | — | |
| MTLProtocol=DomainBed settings2022.10 | 77.2 | — | — | — | — | — | |
| RSCProtocol=DomainBed settings2022.10 | 77.1 | — | — | — | — | — | |
| GroupDROProtocol=DomainBed settings2022.10 | 76.7 | — | — | — | — | — | |
| G2DMBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 75.92 | 71.14 | 67.63 | 95.52 | 69.37 | — | |
| IRMBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 75.17 | 72.16 | 62.36 | 98.35 | 67.82 | — | |
| ERMBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 74.92 | 73.44 | 60.44 | 97.88 | 67.92 | — | |
| MiReBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 74.9 | 70.3 | 63.6 | 96.2 | 69.4 | — | |
| TPT2024.06 | 74.57 | 76.74 | 54.88 | 99.36 | 67.3 | — | |
| MASFBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 74.1 | 69.1 | 64.9 | 94.8 | 67.6 | — | |
| SFA-ABackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 74 | 70.4 | 62 | 97.2 | 66.2 | — | |
| MMLDBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 73.9 | 72 | 58.8 | 96.7 | 68.1 | — | |
| JiGenBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 73.2 | 70.6 | 60.9 | 96.9 | 64.3 | — | |
| JiGenBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 73.19 | 70.62 | 60.9 | 96.93 | 64.3 | — | |
| Epi-FCRBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 72.9 | 67.1 | 64.3 | 94.1 | 65.9 | — | |
| Epi-FCRBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 72.9 | 67.1 | 64.3 | 94.1 | 65.9 | — | |
| DeepAllBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 72.8 | 71.8 | 61.1 | 95.8 | 62.5 | — | |
| ERM - JiGenBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 72.66 | 71.96 | 59.18 | 96.93 | 62.57 | — | |
| MMD-AAEBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 72.3 | 67.7 | 62.6 | 94.4 | 64.4 | — | |
| MLDGBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 72.3 | 67.7 | 61.3 | 94.4 | 64.4 | — | |
| MMD-AAEBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 72.28 | 67.7 | 62.6 | 94.4 | 64.4 | — | |
| DBA-DGBackbone=AlexNet, Evaluation protocol=leave-one-domain-out, Batch size=162022.10 | 72.1 | 70 | 63.5 | 93.6 | 61.3 | — | |
| DANNBackbone=AlexNet, Validation protocol=leave-one-domain-out2019.11 | 71.7 | 66.4 | 64 | 92.6 | 63.6 | — |