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ResearchFormerly WizWand

Image Retrieval on SOP noise-free (test)

80.11Precision@1MCL + PRISM
36.783648.031859.2870.5282Mar 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
MCL + PRISMNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0380.11
MCL + PRISMNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0379.47
Memory Contrastive Loss (MCL)Noisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0379
Memory Contrastive Loss (MCL)Noisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0376.6
Co-teaching w/ TemperatureNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0373.71
MCL + PRISMNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0372.85
CircleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0372.8
Co-teaching w/ TemperatureNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0371.97
ProxyNCANoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0371.1
CircleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0370.5
nSoftmaxNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0370.1
MSNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0369.9
ProxyNCANoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0369.5
FastAPNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0369.2
nSoftmaxNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0368.9
Contrastive LossNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0368.8
Contrastive LossNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0368.7
Soft TripleNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0368.6
FastAPNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0367.94
Co-teaching+Noisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0367.93
MSNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0367.6
Memory Contrastive Loss (MCL)Noisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0367.21
FastAPNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0365.83
Co-teaching w/ TemperatureNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0364.07
Co-teaching+Noisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0363.44
Co-teachingNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0362.6
ProxyNCANoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0361.49
Contrastive LossNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0361.16
Co-teachingNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0360.26
MSNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0359.58
Co-teaching+Noisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0358.29
nSoftmaxNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0357.32
Soft TripleNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0355.21
Co-teachingNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0352.18
F-correctionNoisy Label Rate=10%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0351.18
F-correctionNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0348.92
F-correctionNoisy Label Rate=20%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0346.34
CircleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0341.17
Soft TripleNoisy Label Rate=50%, Noise Type=symmetric, Backbone=ResNet-50, Feature Dimension=1282021.0338.45