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ResearchFormerly WizWand

Image Retrieval on CARS

77.6Precision@1Soft Triple + PRISM
17.64433.209548.77564.3405Mar 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Soft Triple + PRISMNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0377.6
MCL + PRISMNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0377.08
Co-teaching w/ TemperatureNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0375.26
Soft TripleNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0373.26
nSoftmaxNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0371.61
Co-teachingNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0370.57
Soft Triple + PRISMNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0370.45
Co-teaching+Noisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0370.05
ProxyNCANoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0369.5
Memory Contrastive Loss (MCL)Noisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0369.46
MCL + PRISMNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0368.26
Soft TripleNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0366.66
Co-teaching w/ TemperatureNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0366.19
Contrastive LossNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0365.6
MSNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0363.92
Co-teachingNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0362.91
FastAPNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0362.49
nSoftmaxNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0362.29
Co-teaching+Noisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0361.58
ProxyNCANoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0358.34
FastAPNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0353.07
CircleNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0353.03
MSNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0343.73
Memory Contrastive Loss (MCL)Noisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0336.43
Contrastive LossNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0326.45
CircleNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.0319.95