Image Classification on Office+Caltech (test)
95.8Average AccuracyHNPs
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HNPsTraining percentage=20%2023.10 | 95.8 | — | — | — | — | — | — | — | — | |
| HNPsTraining percentage=10%2023.10 | 95.4 | — | — | — | — | — | — | — | — | |
| VMTLTraining percentage=10%2023.10 | 95.3 | — | — | — | — | — | — | — | — | |
| VMTLTraining percentage=20%2023.10 | 95.2 | — | — | — | — | — | — | — | — | |
| MRNTraining percentage=20%2023.10 | 95.1 | — | — | — | — | — | — | — | — | |
| TCGBMLTraining percentage=20%2023.10 | 95.1 | — | — | — | — | — | — | — | — | |
| TCGBMLTraining percentage=10%2023.10 | 95 | — | — | — | — | — | — | — | — | |
| MTVIBTraining percentage=20%2023.10 | 95 | — | — | — | — | — | — | — | — | |
| MRNTraining percentage=10%2023.10 | 94.8 | — | — | — | — | — | — | — | — | |
| MTL-UncertaintyTraining percentage=20%2023.10 | 94.7 | — | — | — | — | — | — | — | — | |
| HNPsTraining percentage=5%2023.10 | 94.6 | — | — | — | — | — | — | — | — | |
| MTVIBTraining percentage=10%2023.10 | 94.1 | — | — | — | — | — | — | — | — | |
| MTL-UncertaintyTraining percentage=10%2023.10 | 93.8 | — | — | — | — | — | — | — | — | |
| VMTLTraining percentage=5%2023.10 | 93.8 | — | — | — | — | — | — | — | — | |
| VBMTLTraining percentage=20%2023.10 | 93.5 | — | — | — | — | — | — | — | — | |
| VSTLTraining percentage=20%2023.10 | 93.4 | — | — | — | — | — | — | — | — | |
| MRNTraining percentage=5%2023.10 | 93.4 | — | — | — | — | — | — | — | — | |
| VBMTLTraining percentage=10%2023.10 | 93.2 | — | — | — | — | — | — | — | — | |
| BMTLTraining percentage=20%2023.10 | 93.1 | — | — | — | — | — | — | — | — | |
| STLTraining percentage=20%2023.10 | 92.4 | — | — | — | — | — | — | — | — | |
| BMTLTraining percentage=10%2023.10 | 92.3 | — | — | — | — | — | — | — | — | |
| TCGBMLTraining percentage=5%2023.10 | 91.8 | — | — | — | — | — | — | — | — | |
| MTL-UncertaintyTraining percentage=5%2023.10 | 91.2 | — | — | — | — | — | — | — | — | |
| VSTLTraining percentage=10%2023.10 | 91.1 | — | — | — | — | — | — | — | — | |
| MTVIBTraining percentage=5%2023.10 | 91.1 | — | — | — | — | — | — | — | — | |
| VBMTLTraining percentage=5%2023.10 | 90.8 | — | — | — | — | — | — | — | — | |
| STLTraining percentage=10%2023.10 | 90.7 | — | — | — | — | — | — | — | — | |
| BNEBackbone=ResNet-182020.11 | 90.2 | 92.9 | 87.4 | 93 | 87.3 | 85.5 | 5.5 | — | — | |
| LearnToBranchTraining percentage=20%2023.10 | 89.9 | — | — | — | — | — | — | — | — | |
| BMTLTraining percentage=5%2023.10 | 89.5 | — | — | — | — | — | — | — | — | |
| VSTLTraining percentage=5%2023.10 | 89 | — | — | — | — | — | — | — | — | |
| STLTraining percentage=5%2023.10 | 88.6 | — | — | — | — | — | — | — | — | |
| DeepAllBackbone=ResNet-182020.11 | 85.5 | 92.7 | 83.1 | 85.3 | 80.7 | — | — | — | — | |
| LearnToBranchTraining percentage=10%2023.10 | 80.4 | — | — | — | — | — | — | — | — | |
| LearnToBranchTraining percentage=5%2023.10 | 74.6 | — | — | — | — | — | — | — | — | |
| Association Graph LearningMissing Rate=75%, Backbone=ResNet-182022.10 | — | 98.12 | — | — | — | — | — | 55.47 | 70.55 | |
| Association Graph LearningMissing Rate=50%, Backbone=ResNet-182022.10 | — | 98.15 | — | — | — | — | — | 88.65 | 92.83 | |
| Association Graph LearningMissing Rate=25%, Backbone=ResNet-182022.10 | — | 98.51 | — | — | — | — | — | 97.35 | 97.92 | |
| Association Graph LearningMissing Rate=0%, Backbone=ResNet-182022.10 | — | 98.26 | — | — | — | — | — | — | — | |
| ERMMissing Rate=75%, Backbone=ResNet-182022.10 | — | 97.28 | — | — | — | — | — | 47.43 | 62.98 | |
| ERMMissing Rate=50%, Backbone=ResNet-182022.10 | — | 97.43 | — | — | — | — | — | 77.33 | 85.09 | |
| ERMMissing Rate=25%, Backbone=ResNet-182022.10 | — | 97.42 | — | — | — | — | — | 94.27 | 95.76 | |
| ERMMissing Rate=0%, Backbone=ResNet-182022.10 | — | 98.22 | — | — | — | — | — | — | — | |
| PCGradMissing Rate=75%, Backbone=ResNet-182022.10 | — | 96.43 | — | — | — | — | — | 49.84 | 64.93 | |
| PCGradMissing Rate=50%, Backbone=ResNet-182022.10 | — | 97.43 | — | — | — | — | — | 80.29 | 87.28 | |
| PCGradMissing Rate=25%, Backbone=ResNet-182022.10 | — | 97.92 | — | — | — | — | — | 92.96 | 95.2 | |
| PCGradMissing Rate=0%, Backbone=ResNet-182022.10 | — | 98.02 | — | — | — | — | — | — | — | |
| STLMissing Rate=75%, Backbone=ResNet-182022.10 | — | 98.53 | — | — | — | — | — | 0 | 0 | |
| STLMissing Rate=50%, Backbone=ResNet-182022.10 | — | 98.61 | — | — | — | — | — | 0 | 0 | |
| STLMissing Rate=25%, Backbone=ResNet-182022.10 | — | 98.07 | — | — | — | — | — | 0 | 0 | |
| STLMissing Rate=0%, Backbone=ResNet-182022.10 | — | 98.13 | — | — | — | — | — | — | — | |
| WeighLossesMissing Rate=75%, Backbone=ResNet-182022.10 | — | 96.43 | — | — | — | — | — | 50.26 | 64.46 | |
| WeighLossesMissing Rate=50%, Backbone=ResNet-182022.10 | — | 97.27 | — | — | — | — | — | 76.54 | 84.6 | |
| WeighLossesMissing Rate=25%, Backbone=ResNet-182022.10 | — | 97.81 | — | — | — | — | — | 93.84 | 95.69 | |
| WeighLossesMissing Rate=0%, Backbone=ResNet-182022.10 | — | 98.24 | — | — | — | — | — | — | — |