Image Classification on CIFAR10 reversed, gamma_u = 1/100 long-tail (test)
89.8AccuracyFixMatch + ACR + BEM
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + ACR + BEMN_l=1500, M_l=30002024.04 | 89.8 | |
| FixMatch + ACRN_l=1500, M_l=30002024.04 | 89.5 | |
| FixMatch + ACR + BEMN_l=500, M_l=40002024.04 | 85.5 | |
| FixMatch + ACRN_l=500, M_l=40002024.04 | 85 | |
| FixMatch w/ CReSTN_l=1500, M_l=3000, gamma_l=100, gamma_u=1/1002021.06 | 80.8 | |
| FixMatch + CReSTN_l=1500, M_l=30002024.04 | 80.8 | |
| FixMatch w/ DASON_l=1500, M_l=3000, gamma_l=100, gamma_u=1/1002021.06 | 80.3 | |
| FixMatch + DASON_l=1500, M_l=30002024.04 | 80.3 | |
| FixMatch w/ DARPN_l=1500, M_l=3000, gamma_l=100, gamma_u=1/1002021.06 | 80 | |
| FixMatch + DARPN_l=1500, M_l=30002024.04 | 80 | |
| FixMatch + BEMN_l=1500, M_l=30002024.04 | 79.1 | |
| FixMatch w/ CReST+N_l=1500, M_l=3000, gamma_l=100, gamma_u=1/1002021.06 | 72.9 | |
| FixMatch + CReST+N_l=1500, M_l=30002024.04 | 72.9 | |
| FixMatchN_l=1500, M_l=3000, gamma_l=100, gamma_u=1/1002021.06 | 71.8 | |
| FixMatchN_l=1500, M_l=30002024.04 | 71.8 | |
| FixMatch w/ DASON_l=500, M_l=4000, gamma_l=100, gamma_u=1/1002021.06 | 71 | |
| FixMatch + DASON_l=500, M_l=40002024.04 | 71 | |
| FixMatch w/ CReSTN_l=500, M_l=4000, gamma_l=100, gamma_u=1/1002021.06 | 70.7 | |
| FixMatch + CReSTN_l=500, M_l=40002024.04 | 70.7 | |
| FixMatch w/ DARPN_l=500, M_l=4000, gamma_l=100, gamma_u=1/1002021.06 | 70.1 | |
| FixMatch + DARPN_l=500, M_l=40002024.04 | 70.1 | |
| FixMatch + BEMN_l=500, M_l=40002024.04 | 70 | |
| FixMatch w/ CReST+N_l=500, M_l=4000, gamma_l=100, gamma_u=1/1002021.06 | 62.9 | |
| FixMatch + CReST+N_l=500, M_l=40002024.04 | 62.9 | |
| FixMatchN_l=500, M_l=4000, gamma_l=100, gamma_u=1/1002021.06 | 62.5 | |
| FixMatchN_l=500, M_l=40002024.04 | 62.5 |