Image Classification on ImageCLEF (test)
80.9AccuracyHNPs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HNPsTraining percentage=20%2023.10 | 80.9 | — | — | — | |
| VMTLTraining percentage=20%2023.10 | 80.2 | — | — | — | |
| MRNTraining percentage=20%2023.10 | 79.7 | — | — | — | |
| HNPsTraining percentage=10%2023.10 | 79.5 | — | — | — | |
| TCGBMLTraining percentage=20%2023.10 | 79.3 | — | — | — | |
| MTL-UncertaintyTraining percentage=20%2023.10 | 79.2 | — | — | — | |
| MTVIBTraining percentage=20%2023.10 | 78.9 | — | — | — | |
| VBMTLTraining percentage=20%2023.10 | 78 | — | — | — | |
| VMTLTraining percentage=10%2023.10 | 77.9 | — | — | — | |
| MTVIBTraining percentage=10%2023.10 | 77.3 | — | — | — | |
| VSTLTraining percentage=20%2023.10 | 77.2 | — | — | — | |
| MTL-UncertaintyTraining percentage=10%2023.10 | 76.9 | — | — | — | |
| BMTLTraining percentage=20%2023.10 | 76.8 | — | — | — | |
| TCGBMLTraining percentage=10%2023.10 | 76.5 | — | — | — | |
| HNPsTraining percentage=5%2023.10 | 76.4 | — | — | — | |
| STLTraining percentage=20%2023.10 | 76.2 | — | — | — | |
| VMTLTraining percentage=5%2023.10 | 76.2 | — | — | — | |
| MRNTraining percentage=10%2023.10 | 75.8 | — | — | — | |
| MTL-UncertaintyTraining percentage=5%2023.10 | 74.6 | — | — | — | |
| MTVIBTraining percentage=5%2023.10 | 74 | — | — | — | |
| TCGBMLTraining percentage=5%2023.10 | 73.9 | — | — | — | |
| MRNTraining percentage=5%2023.10 | 73.7 | — | — | — | |
| VBMTLTraining percentage=10%2023.10 | 73 | — | — | — | |
| BMTLTraining percentage=10%2023.10 | 72 | — | — | — | |
| LearnToBranchTraining percentage=20%2023.10 | 71.6 | — | — | — | |
| VSTLTraining percentage=10%2023.10 | 70.8 | — | — | — | |
| STLTraining percentage=10%2023.10 | 69.7 | — | — | — | |
| VBMTLTraining percentage=5%2023.10 | 67.1 | — | — | — | |
| BMTLTraining percentage=5%2023.10 | 65.7 | — | — | — | |
| VSTLTraining percentage=5%2023.10 | 64.9 | — | — | — | |
| STLTraining percentage=5%2023.10 | 62.6 | — | — | — | |
| LearnToBranchTraining percentage=10%2023.10 | 62.6 | — | — | — | |
| LearnToBranchTraining percentage=5%2023.10 | 51.7 | — | — | — | |
| Association Graph LearningMissing Rate=75%, Backbone=ResNet-182022.10 | — | 75.28 | 85 | 79.45 | |
| Association Graph LearningMissing Rate=50%, Backbone=ResNet-182022.10 | — | 78.33 | 87.08 | 82.2 | |
| Association Graph LearningMissing Rate=25%, Backbone=ResNet-182022.10 | — | 80 | 85.28 | 82.48 | |
| Association Graph LearningMissing Rate=0%, Backbone=ResNet-182022.10 | — | — | 86.04 | — | |
| ERMMissing Rate=75%, Backbone=ResNet-182022.10 | — | 71.94 | 80 | 75.55 | |
| ERMMissing Rate=50%, Backbone=ResNet-182022.10 | — | 76.67 | 84.58 | 80.36 | |
| ERMMissing Rate=25%, Backbone=ResNet-182022.10 | — | 74.17 | 85 | 78.9 | |
| ERMMissing Rate=0%, Backbone=ResNet-182022.10 | — | — | 84.79 | — | |
| PCGradMissing Rate=75%, Backbone=ResNet-182022.10 | — | 71.94 | 83.33 | 76.92 | |
| PCGradMissing Rate=50%, Backbone=ResNet-182022.10 | — | 74.58 | 82.92 | 78.46 | |
| PCGradMissing Rate=25%, Backbone=ResNet-182022.10 | — | 76.67 | 82.22 | 79.12 | |
| PCGradMissing Rate=0%, Backbone=ResNet-182022.10 | — | — | 82.71 | — | |
| STLMissing Rate=75%, Backbone=ResNet-182022.10 | — | 0 | 95 | 0 | |
| STLMissing Rate=50%, Backbone=ResNet-182022.10 | — | 0 | 88.33 | 0 | |
| STLMissing Rate=25%, Backbone=ResNet-182022.10 | — | 0 | 83.06 | 0 | |
| STLMissing Rate=0%, Backbone=ResNet-182022.10 | — | — | 81.67 | — | |
| WeighLossesMissing Rate=75%, Backbone=ResNet-182022.10 | — | 72.22 | 80.83 | 76.08 | |
| WeighLossesMissing Rate=50%, Backbone=ResNet-182022.10 | — | 75.42 | 85.42 | 79.94 | |
| WeighLossesMissing Rate=25%, Backbone=ResNet-182022.10 | — | 76.67 | 83.89 | 79.88 | |
| WeighLossesMissing Rate=0%, Backbone=ResNet-182022.10 | — | — | 82.75 | — |