Image Classification on CIFAR10 uniform, gamma_u = 1 long-tail (test)
95.1AccuracyFixMatch + ACR + BEM
Evaluation Results
| Method | Links | |
|---|---|---|
| FixMatch + ACR + BEMN_l=1500, M_l=30002024.04 | 95.1 | |
| FixMatch + ACR + BEMN_l=500, M_l=40002024.04 | 94.3 | |
| FixMatch + ACRN_l=1500, M_l=30002024.04 | 93.5 | |
| FixMatch + ACRN_l=500, M_l=40002024.04 | 92.1 | |
| FixMatch + BEMN_l=1500, M_l=30002024.04 | 89.1 | |
| FixMatch w/ DASON_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.06 | 88.8 | |
| FixMatch + DASON_l=1500, M_l=30002024.04 | 88.8 | |
| FixMatch w/ CReSTN_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.06 | 87.1 | |
| FixMatch + CReSTN_l=1500, M_l=30002024.04 | 87.1 | |
| FixMatch + BEMN_l=500, M_l=40002024.04 | 86.8 | |
| FixMatch w/ DASON_l=500, M_l=4000, gamma_l=100, gamma_u=12021.06 | 86.6 | |
| FixMatch + DASON_l=500, M_l=40002024.04 | 86.6 | |
| FixMatch w/ CReST+N_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.06 | 86.4 | |
| FixMatch + CReST+N_l=1500, M_l=30002024.04 | 86.4 | |
| FixMatch w/ DARPN_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.06 | 84.6 | |
| FixMatch + DARPN_l=1500, M_l=30002024.04 | 84.6 | |
| FixMatch w/ CReSTN_l=500, M_l=4000, gamma_l=100, gamma_u=12021.06 | 83.2 | |
| FixMatch + CReSTN_l=500, M_l=40002024.04 | 83.2 | |
| FixMatch w/ DARPN_l=500, M_l=4000, gamma_l=100, gamma_u=12021.06 | 82.5 | |
| FixMatch + DARPN_l=500, M_l=40002024.04 | 82.5 | |
| FixMatch w/ CReST+N_l=500, M_l=4000, gamma_l=100, gamma_u=12021.06 | 82.2 | |
| FixMatch + CReST+N_l=500, M_l=40002024.04 | 82.2 | |
| FixMatchN_l=1500, M_l=3000, gamma_l=100, gamma_u=12021.06 | 81.5 | |
| FixMatchN_l=1500, M_l=30002024.04 | 81.5 | |
| FixMatchN_l=500, M_l=4000, gamma_l=100, gamma_u=12021.06 | 73 | |
| FixMatchN_l=500, M_l=40002024.04 | 73 |