Image Retrieval on CARS noise-free (test)
80.06Precision@1MCL + PRISM
Evaluation results
| Method | Links | |
|---|---|---|
| MCL + PRISMNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 80.06 | |
| MCL + PRISMNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 78.03 | |
| Co-teaching w/ TemperatureNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 77.51 | |
| Co-teaching w/ TemperatureNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 76.3 | |
| Soft TripleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 76.18 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 74.22 | |
| Co-teachingNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 73.47 | |
| MCL + PRISMNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 72.93 | |
| nSoftmaxNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 72.72 | |
| Contrastive LossNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 72.34 | |
| Soft TripleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 71.82 | |
| Co-teaching+Noisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 71.49 | |
| F-correctionNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 71 | |
| CircleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 71 | |
| Contrastive LossNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 70.93 | |
| Co-teachingNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 70.39 | |
| ProxyNCANoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 70.31 | |
| nSoftmaxNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 70.1 | |
| ProxyNCANoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 69.79 | |
| Co-teaching+Noisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 69.62 | |
| F-correctionNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 69.47 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 69.17 | |
| MSNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 67.14 | |
| Co-teaching w/ TemperatureNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 66.87 | |
| FastAPNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 66.74 | |
| FastAPNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 66.39 | |
| MSNoisy Label Rate=10%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 66.31 | |
| Co-teaching+Noisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 62.35 | |
| ProxyNCANoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 61.75 | |
| Co-teachingNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 59.55 | |
| F-correctionNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 59.54 | |
| FastAPNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 58.87 | |
| CircleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 56.24 | |
| nSoftmaxNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 54.8 | |
| Soft TripleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 52.53 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 46.88 | |
| MSNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 38.24 | |
| Contrastive LossNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 22.91 | |
| CircleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=BN-inception, Feature Dimension=5122021.03 | 15.24 |