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ResearchFormerly WizWand

Image Classification on CIFAR10 uniform, gamma_u = 1 long-tail (test)

95.1AccuracyFixMatch + ACR + BEM
72.11678.08384.0590.017Jun 10, 2021Nov 28, 2021May 18, 2022Nov 5, 2022Apr 25, 2023Oct 13, 2023Apr 1, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FixMatch + ACR + BEMN_l=1500, M_l=30002024.0495.1
FixMatch + ACR + BEMN_l=500, M_l=40002024.0494.3
FixMatch + ACRN_l=1500, M_l=30002024.0493.5
FixMatch + ACRN_l=500, M_l=40002024.0492.1
FixMatch + BEMN_l=1500, M_l=30002024.0489.1
FixMatch w/ DASON_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.0688.8
FixMatch + DASON_l=1500, M_l=30002024.0488.8
FixMatch w/ CReSTN_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.0687.1
FixMatch + CReSTN_l=1500, M_l=30002024.0487.1
FixMatch + BEMN_l=500, M_l=40002024.0486.8
FixMatch w/ DASON_l=500, M_l=4000, gamma_l=100, gamma_u=12021.0686.6
FixMatch + DASON_l=500, M_l=40002024.0486.6
FixMatch w/ CReST+N_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.0686.4
FixMatch + CReST+N_l=1500, M_l=30002024.0486.4
FixMatch w/ DARPN_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.0684.6
FixMatch + DARPN_l=1500, M_l=30002024.0484.6
FixMatch w/ CReSTN_l=500, M_l=4000, gamma_l=100, gamma_u=12021.0683.2
FixMatch + CReSTN_l=500, M_l=40002024.0483.2
FixMatch w/ DARPN_l=500, M_l=4000, gamma_l=100, gamma_u=12021.0682.5
FixMatch + DARPN_l=500, M_l=40002024.0482.5
FixMatch w/ CReST+N_l=500, M_l=4000, gamma_l=100, gamma_u=12021.0682.2
FixMatch + CReST+N_l=500, M_l=40002024.0482.2
FixMatchN_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.0681.5
FixMatchN_l=1500, M_l=30002024.0481.5
FixMatchN_l=500, M_l=4000, gamma_l=100, gamma_u=12021.0673
FixMatchN_l=500, M_l=40002024.0473