Classification on CIFAR100-LT (test)
75.9AccuracyFixMatch + ACR + BEM
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + ACR + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 75.9 | |
| FixMatch + ACRgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 73.4 | |
| FixMatch + ACR + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 68.4 | |
| FixMatch + ACR + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 68.1 | |
| CCLUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 67.9 | |
| FixMatch + ACRgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 67.6 | |
| FixMatch + ACRgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 66 | |
| FixMatch w/ ACRUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 65.8 | |
| FixMatch + ABC + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 64.7 | |
| CCLUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 64.7 | |
| FixMatch + LA + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 64.1 | |
| FixMatch + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 63.6 | |
| FixMatch + CCLgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 63.5 | |
| FixMatch w/ ACRUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 63.3 | |
| FixMatch + LA + DASOgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 62.4 | |
| FixMatch + ABC + DASOgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 62.4 | |
| FixMatch + DASOgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 61.8 | |
| FixMatch w/ DASOUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 61.8 | |
| FixMatch + ABC + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 61.4 | |
| FixMatch + LA + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 61.3 | |
| FixMatch + ACRgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 61 | |
| FixMatch + ABC + DASOgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 60.8 | |
| FixMatch + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 60.7 | |
| FixMatch + LA w/ DASOgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 60.6 | |
| FixMatch + LA + DASOgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 60.5 | |
| FixMatch + DASOgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 60 | |
| FixMatch w/ DASOUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 60 | |
| FixMatch + ABC w/ DASOgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 60 | |
| FixMatch + LA w/ DARPgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 59.9 | |
| CCLUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 59.8 | |
| FixMatch + CPEgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 59.8 | |
| FixMatch w/ CRESTUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 59.2 | |
| FixMatch w/ DASOgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 59.2 | |
| FixMatch + ABCgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 59.1 | |
| FixMatch w/ CREST+Unlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 58.7 | |
| FixMatch + LAgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 58.6 | |
| FixMatchgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 58.1 | |
| FixMatchUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 58.1 | |
| FixMatch w/ DARPgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 58.1 | |
| FixMatch + ACR + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 58 | |
| FixMatch w/ ACRUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 57.9 | |
| FixMatch + CCLgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 57.5 | |
| FixMatch w/ CREST+gamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 57.4 | |
| FixMatchgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=150, M_1 (unlabeled samples per head class)=300, gamma_l (labeled imbalance ratio)=102024.04 | 57.3 | |
| FixMatchUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 57.3 | |
| FixMatch + LA w/ CREST+gamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 57.1 | |
| FixMatch + ACRgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 57 | |
| FixMatch + LA + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 56.5 | |
| FixMatchgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 56.5 | |
| FixMatch w/ CRESTUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 56.4 | |
| FixMatch w/ CREST+Unlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 56.4 | |
| FixMatch w/ DARPUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 55.9 | |
| FixMatch + CPEgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 55.6 | |
| FixMatch + ABC w/ DASOgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 55.3 | |
| FixMatch + ABC + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 55.2 | |
| FixMatch + ACRgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 55.2 | |
| FixMatch + LA w/ DASOgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 55.1 | |
| FixMatch + BEMgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 54.8 | |
| FixMatch + LA + DASOgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 54.7 | |
| CCLUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 54.4 | |
| FixMatch + DASOgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 53.9 | |
| FixMatch w/ DASOUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 53.9 | |
| FixMatch + LA w/ DARPgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 53.8 | |
| FixMatch + ABCgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 53.7 | |
| FixMatch + CCLgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 53.5 | |
| FixMatch + ABC + DASOgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 53.4 | |
| FixMatch + LAgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 53.4 | |
| FixMatch w/ DASOgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 52.9 | |
| FixMatch + LA w/ CREST+gamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 52.3 | |
| FixMatch w/ DARPgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 52.2 | |
| FixMatch w/ CREST+gamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 52.1 | |
| FixMatch w/ DARPUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=150, Number of unlabeled samples (M_l)=3002024.10 | 51.8 | |
| FixMatch + LA + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 51.7 | |
| FixMatch w/ ACRUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 51.7 | |
| FixMatch + ABC + DASOgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 51.2 | |
| FixMatch + LA + DASOgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 51.1 | |
| FixMatch + ABC + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 51.1 | |
| FixMatch + ACRgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 51.1 | |
| FixMatch + DASOgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 51 | |
| FixMatch w/ DASOUnlabeled distribution (gamma_u)=1/10 (reversed), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 51 | |
| FixMatch + BEMgamma_u (unlabeled imbalance ratio)=1/10 (reversed), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 50.8 | |
| FixMatchgamma=20, N_l=150, M_u=300, consistent setting=true2024.10 | 50.7 | |
| FixMatch + LA w/ DASOgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 50.7 | |
| FixMatch + LA w/ DARPgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 50.5 | |
| FixMatch + CPEgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 50.3 | |
| FixMatch + ABC w/ DASOgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 50.2 | |
| FixMatch w/ DASOgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 49.8 | |
| FixMatch w/ DARPgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 49.4 | |
| Supervised w/ LAgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 48.7 | |
| FixMatch + ABCgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 47.5 | |
| FixMatch + LAgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 47.3 | |
| Supervisedgamma=10, N_l=150, M_u=300, consistent setting=true2024.10 | 46.9 | |
| FixMatch + CCLgamma=20, N_l=50, M_u=400, consistent setting=true2024.10 | 46.8 | |
| CReST+label fraction (beta)=30%, imbalance ratio (gamma)=50, generations=62021.02 | 46.7 | |
| CReSTlabel fraction (beta)=30%, imbalance ratio (gamma)=50, generations=152021.02 | 45.6 | |
| FixMatchgamma_u (unlabeled imbalance ratio)=1 (uniform), N_1 (labeled samples per head class)=50, M_1 (unlabeled samples per head class)=400, gamma_l (labeled imbalance ratio)=102024.04 | 45.5 | |
| FixMatchUnlabeled distribution (gamma_u)=1 (uniform), Number of labeled samples (N_l)=50, Number of unlabeled samples (M_l)=4002024.10 | 45.5 | |
| FixMatchgamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 45.2 | |
| FixMatch w/ CREST+gamma=10, N_l=50, M_u=400, consistent setting=true2024.10 | 44.5 | |
| FixMatch + ABC w/ DASOgamma=20, N_l=50, M_u=400, consistent setting=true2024.10 | 44.5 |