Image Classification on Office-Home (Domain Accuracy)
86Average AccuracyAny-shift Prompting + TPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Any-shift Prompting + TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 86 | — | — | — | — | |
| Any-shift PromptingTest-time optimization=false, Backbone=ViT-B/162024.02 | 85.16 | — | — | — | — | |
| CoCoOp + TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 84.54 | — | — | — | — | |
| CoOp + TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 84.32 | — | — | — | — | |
| TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 83.45 | — | — | — | — | |
| DPLTest-time optimization=false, Backbone=ViT-B/162024.02 | 83 | — | — | — | — | |
| CoCoOpTest-time optimization=false, Backbone=ViT-B/162024.02 | 82.77 | — | — | — | — | |
| CoOpTest-time optimization=false, Backbone=ViT-B/162024.02 | 82.12 | — | — | — | — | |
| CLIP-DTest-time optimization=false, Backbone=ViT-B/162024.02 | 81.51 | — | — | — | — | |
| CLIPTest-time optimization=false, Backbone=ViT-B/162024.02 | 80.35 | — | — | — | — | |
| DAMPBackbone=ResNet-50, Setting=Multi-Source, Prompt learning-based=true2024.03 | 79.2 | 77.7 | 61.2 | 90.1 | 87.7 | |
| MPABackbone=ResNet-50, Setting=Multi-Source, Prompt learning-based=true2024.03 | 75.4 | 74.8 | 54.9 | 86.2 | 85.7 | |
| MFSANBackbone=ResNet-50, Setting=Multi-Source, Prompt learning-based=false2024.03 | 74.1 | 72.1 | 62 | 80.3 | 81.8 | |
| DAPromptBackbone=ResNet-50, Setting=Source Combined, Prompt learning-based=true2024.03 | 72.8 | 72.8 | 51.9 | 82.6 | 83.7 | |
| DANBackbone=ResNet-50, Setting=Source Combined, Prompt learning-based=false2024.03 | 72.4 | 68.5 | 59.4 | 79 | 82.5 | |
| DANNBackbone=ResNet-50, Setting=Source Combined, Prompt learning-based=false2024.03 | 72.4 | 68.4 | 59.1 | 79.5 | 82.7 | |
| CoOpBackbone=ResNet-50, Setting=Source Combined, Prompt learning-based=true2024.03 | 72.4 | 70.7 | 52.9 | 82.9 | 83.9 | |
| CORALBackbone=ResNet-50, Setting=Source Combined, Prompt learning-based=false2024.03 | 72.2 | 68.1 | 58.6 | 79.5 | 82.7 | |
| SImpAI50Backbone=ResNet-50, Setting=Multi-Source, Prompt learning-based=false2024.03 | 72.2 | 70.8 | 56.3 | 80.2 | 81.5 | |
| CLIPBackbone=ResNet-50, Setting=Zero-Shot, Prompt learning-based=false2024.03 | 71.4 | 71.5 | 50.2 | 81.3 | 82.4 | |
| MDDABackbone=ResNet-50, Setting=Multi-Source, Prompt learning-based=false2024.03 | 71 | 66.7 | 62.3 | 79.5 | 79.6 | |
| D-CGCTSetting=Multi-Target, Backbone=ResNet-502021.04 | 69.8 | 70.5 | 71.6 | 66 | 71.2 | |
| CGCTSetting=Single-Target, Backbone=ResNet-502021.04 | 67.4 | 67.9 | 68.7 | 62.3 | 70.7 | |
| CGCTSetting=Target-Combined, Backbone=ResNet-502021.04 | 66.5 | 67.4 | 68.1 | 61.6 | 68.7 | |
| L2A-OT2021.04 | 65.6 | 60.6 | 50.1 | 74.8 | 77 | |
| MixStyleBackbone=ResNet182021.04 | 65.5 | 58.7 | 53.4 | 74.2 | 75.9 | |
| CCSA2021.04 | 64.9 | 59.9 | 49.9 | 74.1 | 75.7 | |
| ResNet18Backbone=ResNet182021.04 | 64.7 | 58.9 | 49.4 | 74.3 | 76.2 | |
| MixupBackbone=ResNet182021.04 | 64.6 | 58.2 | 49.3 | 74.7 | 76.1 | |
| Probabilistic StylizationBackbone=ResNet-18, Variant=Painting2020.06 | 64.45 | 59.87 | 49.91 | 72.82 | 75.2 | |
| Inter-Source StylizationBackbone=ResNet-182020.06 | 64.42 | 59.52 | 50.86 | 72.15 | 75.13 | |
| CrossGrad2021.04 | 64.4 | 58.4 | 49.4 | 73.9 | 75.8 | |
| Intra-Source StylizationBackbone=ResNet-182020.06 | 64.31 | 59.34 | 50.31 | 72.67 | 74.93 | |
| MT-MTDASetting=Multi-Target, Backbone=ResNet-502021.04 | 64.3 | 64.6 | 66.4 | 59.2 | 67.1 | |
| CutMixBackbone=ResNet182021.04 | 64.1 | 57.9 | 48.3 | 74.5 | 75.6 | |
| DropBlockBackbone=ResNet182021.04 | 64.1 | 58 | 48.1 | 74.3 | 75.9 | |
| CDAN+DCLSetting=Multi-Target, Backbone=ResNet-502021.04 | 64.1 | 63 | 66.3 | 60 | 67 | |
| AMEANSetting=Target-Combined, Backbone=ResNet-502021.04 | 64 | 64.3 | 65.5 | 59.5 | 66.7 | |
| CutoutBackbone=ResNet182021.04 | 63.9 | 57.8 | 48.1 | 73.9 | 75.8 | |
| CDANSetting=Single-Target, Backbone=ResNet-502021.04 | 63.8 | 64.2 | 62.9 | 59.9 | 68.1 | |
| Mixup w/o label interpolationBackbone=ResNet182021.04 | 62.9 | 57 | 48.7 | 71.4 | 74.5 | |
| Manifold MixupBackbone=ResNet182021.04 | 62.8 | 56.2 | 46.3 | 73.6 | 75.2 | |
| MMD-AAE2021.04 | 62.7 | 56.5 | 47.3 | 72.1 | 74.8 | |
| DADGBackbone=ResNet-182020.11 | 62.22 | 55.57 | 48.71 | 70.9 | 73.7 | |
| JiGenBackbone=ResNet-182020.06 | 61.2 | 53.04 | 47.51 | 71.47 | 72.79 | |
| JiGen2021.04 | 61.2 | 53 | 47.5 | 71.5 | 72.8 | |
| JiGenBackbone=ResNet-182020.11 | 61.2 | 53.04 | 47.51 | 71.47 | 72.79 | |
| D-SAMBackbone=ResNet-182020.06 | 60.77 | 58.03 | 44.37 | 69.22 | 71.45 | |
| D-SAMBackbone=ResNet-182020.11 | 60.77 | 58.03 | 44.37 | 69.22 | 71.45 | |
| MLDG*Backbone=ResNet-182020.11 | 60.3 | 52.88 | 45.72 | 69.9 | 72.68 | |
| DeepAllBackbone=ResNet-182020.11 | 59.77 | 54.31 | 41.41 | 70.31 | 73.03 | |
| CDANSetting=Target-Combined, Backbone=ResNet-502021.04 | 59.5 | 59.5 | 61 | 54.7 | 62.9 | |
| JANSetting=Single-Target, Backbone=ResNet-502021.04 | 58.3 | 58.7 | 57 | 53.1 | 64.3 | |
| RevGradSetting=Target-Combined, Backbone=ResNet-502021.04 | 57.9 | 58.4 | 58.1 | 52.9 | 62.1 | |
| RevGradSetting=Single-Target, Backbone=ResNet-502021.04 | 57.6 | 58.3 | 55.4 | 52.8 | 63.9 | |
| JANSetting=Target-Combined, Backbone=ResNet-502021.04 | 57.1 | 58.3 | 60.5 | 52.2 | 57.5 | |
| DANSetting=Single-Target, Backbone=ResNet-502021.04 | 56.3 | 56.1 | 54.2 | 51.7 | 63 | |
| DANSetting=Target-Combined, Backbone=ResNet-502021.04 | 54.4 | 55.6 | 56.6 | 48.5 | 56.7 | |
| Source trainSetting=w/o Target, Backbone=ResNet-502021.04 | 46.4 | 47.6 | 42.6 | 44.2 | 51.3 |