Image Classification on OOD-CV 0% occlusion 1.0
85Top-1 Accuracy (Combined)UGT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UGTBackbone=ResNet-502024.03 | 85 | 87.5 | 85.6 | 93.6 | 89.2 | 85.2 | |
| CSTBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 84 | 68.7 | 81.3 | 85.8 | 88.7 | 83.1 | |
| MICBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 83.7 | 75.5 | 81.7 | 82.1 | 79.9 | 80.7 | |
| DINEBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 83.5 | 86.7 | 79.8 | 91.1 | 88.5 | 83.8 | |
| FixBiBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 82.1 | 80.2 | 75.5 | 85.4 | 84.2 | 80.1 | |
| MCCBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 78.5 | 73 | 76.7 | 87.4 | 86.7 | 81.8 | |
| MDDBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 78 | 76.1 | 80.2 | 89.5 | 87 | 83.6 | |
| MCDBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 77.2 | 79.8 | 81 | 89.6 | 86.5 | 83.4 | |
| ToAlignBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 76.1 | 71.2 | 72 | 59.4 | 78.8 | 71.9 | |
| CDANBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 76 | 71 | 74.5 | 82 | 84.4 | 77.3 | |
| BSPBackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 75.3 | 61 | 73 | 69.6 | 83.1 | 75.7 | |
| CompNetBackbone=ResNet-502024.03 | 72 | 79 | 68.3 | 74.7 | 76.8 | 69.8 | |
| DUABackbone=ResNet-50, Pre-training=Pretrained ImageNet, Evaluation Protocol=Pretrained UDA model2024.03 | 69.9 | 66.7 | 70.1 | 91.8 | 75.5 | 69.5 | |
| RPLBackbone=ResNet-502024.03 | 66.4 | 67.5 | 64.2 | 70.3 | 73 | 67 | |
| BNABackbone=ResNet-502024.03 | 65.3 | 58 | 63.5 | 70.1 | 73.7 | 66.2 |