Image Retrieval on CARS
77.6Precision@1Soft Triple + PRISM
Evaluation Results
| Method | Links | |
|---|---|---|
| Soft Triple + PRISMNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 77.6 | |
| MCL + PRISMNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 77.08 | |
| Co-teaching w/ TemperatureNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 75.26 | |
| Soft TripleNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 73.26 | |
| nSoftmaxNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 71.61 | |
| Co-teachingNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 70.57 | |
| Soft Triple + PRISMNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 70.45 | |
| Co-teaching+Noisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 70.05 | |
| ProxyNCANoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 69.5 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 69.46 | |
| MCL + PRISMNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 68.26 | |
| Soft TripleNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 66.66 | |
| Co-teaching w/ TemperatureNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 66.19 | |
| Contrastive LossNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 65.6 | |
| MSNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 63.92 | |
| Co-teachingNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 62.91 | |
| FastAPNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 62.49 | |
| nSoftmaxNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 62.29 | |
| Co-teaching+Noisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 61.58 | |
| ProxyNCANoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 58.34 | |
| FastAPNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 53.07 | |
| CircleNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 53.03 | |
| MSNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 43.73 | |
| Memory Contrastive Loss (MCL)Noisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 36.43 | |
| Contrastive LossNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 26.45 | |
| CircleNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | 19.95 |