Image Retrieval on CUB noise-free (test)
58.78Precision@1MCL + PRISM
Evaluation results
| Method | Links | |
|---|---|---|
| MCL + PRISMNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 58.78 | |
| MCL + PRISMNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 58.73 | |
| MSNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 57.44 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 56.72 | |
| MCL + PRISMNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 56.03 | |
| Co-teaching w/ TemperatureNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 55.25 | |
| MSNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 54.52 | |
| Co-teaching w/ TemperatureNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 54.18 | |
| FastAPNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 54.1 | |
| Co-teachingNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 53.74 | |
| FastAPNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 53.7 | |
| F-correctionNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 53.41 | |
| Co-teaching+Noisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 53.31 | |
| F-correctionNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 52.6 | |
| nSoftmaxNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.99 | |
| Soft TripleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.94 | |
| Contrastive LossNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.77 | |
| Contrastive LossNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.5 | |
| FastAPNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.18 | |
| Co-teachingNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.12 | |
| Co-teaching+Noisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 51.04 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 50.74 | |
| Co-teaching w/ TemperatureNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 50.65 | |
| nSoftmaxNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 49.66 | |
| Soft TripleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 49.14 | |
| F-correctionNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 48.84 | |
| CircleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 47.48 | |
| ProxyNCANoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 47.13 | |
| ProxyNCANoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 46.64 | |
| CircleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 45.32 | |
| Co-teaching+Noisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 45.16 | |
| Co-teachingNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 45.01 | |
| nSoftmaxNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 42.81 | |
| ProxyNCANoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 41.63 | |
| Soft TripleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 41.46 | |
| MSNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 40.7 | |
| Contrastive LossNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 38.59 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 31.18 | |
| CircleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 12.98 |