Image Classification on CIFAR10 LT (test)
86.7AccuracyFixMatch w/ DECON
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FixMatch w/ DECONImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 86.7 | — | — | — | |
| FixMatch + CCLgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 86.2 | — | — | — | |
| FixMatch w/ FARADImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 85.6 | — | — | — | |
| OursBackbone=ResNet-182026.02 | 84.8 | — | — | — | |
| PATTBackbone=ResNet-182026.02 | 84.77 | — | — | — | |
| FixMatch + CCLgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 84.5 | — | — | — | |
| FixMatch + CPEgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 84.4 | — | — | — | |
| FixMatch + ACRgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 84.1 | — | — | — | |
| FixMatch w/ ACRImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 84.1 | — | — | — | |
| FixMatch w/ DECONImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 84.1 | — | — | — | |
| FixMatch w/ DECONImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 84.1 | — | — | — | |
| FixMatch + CCLgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 84 | — | — | — | |
| FixMatch + ABCgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 83.8 | — | — | — | |
| FixMatch w/ CDMADImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 83.6 | — | — | — | |
| FixMatch + ABC w/ DASOgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 83.4 | — | — | — | |
| FixMatch + LA w/ DASOgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 82.5 | — | — | — | |
| FixMatch w/ FARADImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 82.5 | — | — | — | |
| FixMatch + CPEgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 82.3 | — | — | — | |
| FixMatch + LAgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 82 | — | — | — | |
| FixMatch + ACRgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 81.6 | — | — | — | |
| FixMatch w/ ACRImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 81.6 | — | — | — | |
| FixMatch + CCLgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 81.5 | — | — | — | |
| EATBackbone=ResNet-182026.02 | 81.31 | — | — | — | |
| FixMatch + LA w/ CREST+gamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 81.1 | — | — | — | |
| FixMatch w/ DECONImbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 81.1 | — | — | — | |
| FixMatch + ACRgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 80.9 | — | — | — | |
| FixMatch w/ ACRImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 80.9 | — | — | — | |
| FixMatch + LA w/ DARPgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 80.8 | — | — | — | |
| FixMatch w/ CDMADImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 80.8 | — | — | — | |
| FixMatch + CPEgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 80.7 | — | — | — | |
| FixMatch w/ SimProImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 80.7 | — | — | — | |
| FixMatch + ABC w/ DASOgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 80.4 | — | — | — | |
| FixMatch + ABCgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 80.1 | — | — | — | |
| FixMatch + ABC w/ DASOgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 80.1 | — | — | — | |
| FixMatch w/ DASOgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 79.1 | — | — | — | |
| FixMatch w/ DASOImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 79.1 | — | — | — | |
| FixMatch + LA w/ DASOgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 79 | — | — | — | |
| FixMatch + ABCgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 78.9 | — | — | — | |
| FixMatch w/ CREST+gamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 78.1 | — | — | — | |
| FixMatch w/ CReST+Imbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 78.1 | — | — | — | |
| FixMatch + LAgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 78 | — | — | — | |
| FixMatch + LA w/ CREST+gamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 77.9 | — | — | — | |
| FixMatch + LA w/ DASOgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 77.9 | — | — | — | |
| FixMatch w/ DARPgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 77.8 | — | — | — | |
| FixMatch w/ DARPImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 77.8 | — | — | — | |
| DARLBackbone=ResNet-182026.02 | 77.55 | — | — | — | |
| FixMatchgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 77.5 | — | — | — | |
| FixMatchImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 77.5 | — | — | — | |
| PASCLBackbone=ResNet-182026.02 | 77.08 | — | — | — | |
| FixMatch + ACRgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 77 | — | — | — | |
| FixMatch w/ ACRImbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 77 | — | — | — | |
| FixMatch + CPEgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 76.8 | — | — | — | |
| FixMatch + LA w/ DARPgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 76.7 | — | — | — | |
| FixMatch + LA w/ CREST+gamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 76.7 | — | — | — | |
| FixMatch + LA w/ DARPgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 76.6 | — | — | — | |
| FixMatch w/ CREST+gamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 76.3 | — | — | — | |
| FixMatch w/ CReST+Imbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 76.3 | — | — | — | |
| FixMatch w/ DASOgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 76 | — | — | — | |
| FixMatch w/ DASOImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 76 | — | — | — | |
| FixMatch + LAgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 75.3 | — | — | — | |
| FixMatch w/ DASOgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 75.1 | — | — | — | |
| FixMatch w/ DASOImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 75.1 | — | — | — | |
| EnergyOEBackbone=ResNet-182026.02 | 74.68 | — | — | — | |
| FixMatch w/ DARPgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 74.5 | — | — | — | |
| FixMatch w/ DARPImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 74.5 | — | — | — | |
| FixMatch w/ SimProImbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 74.2 | — | — | — | |
| OEBackbone=ResNet-182026.02 | 73.84 | — | — | — | |
| FixMatch w/ CREST+gamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 73.7 | — | — | — | |
| FixMatch w/ CReST+Imbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 73.7 | — | — | — | |
| FixMatch w/ DARPgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 73.6 | — | — | — | |
| FixMatch w/ DARPImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 73.6 | — | — | — | |
| FixMatchgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 72.4 | — | — | — | |
| FixMatchImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 72.4 | — | — | — | |
| MSPBackbone=ResNet-182026.02 | 72.34 | — | — | — | |
| FixMatch + LA w/ CREST+gamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 70.9 | — | — | — | |
| Supervised w/ LAgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 70.6 | — | — | — | |
| FixMatch + ABC w/ DASOgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 70.6 | — | — | — | |
| Supervised w/ LAImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 70.6 | — | — | — | |
| FixMatch w/ DASOgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 70.1 | — | — | — | |
| FixMatch + LA w/ DASOgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 70.1 | — | — | — | |
| FixMatch w/ DASOImbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 70.1 | — | — | — | |
| FixMatch + LA w/ DARPgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 68.2 | — | — | — | |
| FixMatchgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 67.8 | — | — | — | |
| FixMatchImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 67.8 | — | — | — | |
| FixMatch w/ CREST+gamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 67.5 | — | — | — | |
| FixMatch w/ CReST+Imbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 67.5 | — | — | — | |
| FixMatch w/ DARPgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 67.2 | — | — | — | |
| FixMatch w/ DARPImbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 67.2 | — | — | — | |
| Supervised w/ LAgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 67.1 | — | — | — | |
| Supervised w/ LAImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 67.1 | — | — | — | |
| FixMatch + LAgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 67 | — | — | — | |
| FixMatch + ABCgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 66.5 | — | — | — | |
| FixMatchgamma=150, N_l=500, M_u=4000, consistent setting=true2024.10 | 62.9 | — | — | — | |
| FixMatchImbalance ratio (γ)=150, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 62.9 | — | — | — | |
| Supervisedgamma=100, N_l=1500, M_u=3000, consistent setting=true2024.10 | 61.9 | — | — | — | |
| SupervisedImbalance ratio (γ)=100, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 61.9 | — | — | — | |
| Supervisedgamma=150, N_l=1500, M_u=3000, consistent setting=true2024.10 | 58.2 | — | — | — | |
| SupervisedImbalance ratio (γ)=150, Labeled samples (N1)=1500, Unlabeled samples (M1)=30002024.06 | 58.2 | — | — | — | |
| Supervised w/ LAgamma=100, N_l=500, M_u=4000, consistent setting=true2024.10 | 53.3 | — | — | — | |
| Supervised w/ LAImbalance ratio (γ)=100, Labeled samples (N1)=500, Unlabeled samples (M1)=40002024.06 | 53.3 | — | — | — |