Image Retrieval on SOP noise-free (test)
80.11Precision@1MCL + PRISM
Evaluation Results
| Method | Links | |
|---|---|---|
| MCL + PRISMNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 80.11 | |
| MCL + PRISMNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 79.47 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 79 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 76.6 | |
| Co-teaching w/ TemperatureNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 73.71 | |
| MCL + PRISMNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 72.85 | |
| CircleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 72.8 | |
| Co-teaching w/ TemperatureNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 71.97 | |
| ProxyNCANoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 71.1 | |
| CircleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 70.5 | |
| nSoftmaxNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 70.1 | |
| MSNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 69.9 | |
| ProxyNCANoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 69.5 | |
| FastAPNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 69.2 | |
| nSoftmaxNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 68.9 | |
| Contrastive LossNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 68.8 | |
| Contrastive LossNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 68.7 | |
| Soft TripleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 68.6 | |
| FastAPNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 67.94 | |
| Co-teaching+Noisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 67.93 | |
| MSNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 67.6 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 67.21 | |
| FastAPNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 65.83 | |
| Co-teaching w/ TemperatureNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 64.07 | |
| Co-teaching+Noisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 63.44 | |
| Co-teachingNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 62.6 | |
| ProxyNCANoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 61.49 | |
| Contrastive LossNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 61.16 | |
| Co-teachingNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 60.26 | |
| MSNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 59.58 | |
| Co-teaching+Noisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 58.29 | |
| nSoftmaxNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 57.32 | |
| Soft TripleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 55.21 | |
| Co-teachingNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 52.18 | |
| F-correctionNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 51.18 | |
| F-correctionNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 48.92 | |
| F-correctionNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 46.34 | |
| CircleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 41.17 | |
| Soft TripleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.03 | 38.45 |