Classification on MSCOCO (GLT protocol)
69.09AccuracyRIDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RIDECategory=Ensemble, IFL=true2022.07 | 69.09 | 72.57 | |
| MixupCategory=Augment, IFL=true2022.07 | 68.83 | 74.84 | |
| RIDECategory=Ensemble, IFL=false2022.07 | 68.59 | 72.2 | |
| RandAugCategory=Augment, IFL=true2022.07 | 68.16 | 73.97 | |
| RandAugCategory=Augment, IFL=false2022.07 | 67.71 | 72.73 | |
| Logit-AdjCategory=Re-balance, IFL=true2022.07 | 67.53 | 70.18 | |
| TADECategory=Ensemble, IFL=true2022.07 | 67.38 | 72.42 | |
| LDAMCategory=Re-balance, IFL=false2022.07 | 67.26 | 70.7 | |
| TADECategory=Ensemble, IFL=false2022.07 | 66.98 | 71.22 | |
| CRTCategory=Re-balance, IFL=true2022.07 | 66.9 | 71.34 | |
| LWSCategory=Re-balance, IFL=true2022.07 | 66.55 | 71.49 | |
| Logit-AdjCategory=Re-balance, IFL=false2022.07 | 66.17 | 68.35 | |
| Deconfound-TDECategory=Re-balance, IFL=false2022.07 | 66.07 | 68.2 | |
| BaselineCategory=Re-balance, IFL=true2022.07 | 65.31 | 72.24 | |
| BLSoftmaxCategory=Re-balance, IFL=true2022.07 | 64.76 | 70 | |
| CRTCategory=Re-balance, IFL=false2022.07 | 64.69 | 68.33 | |
| BBNCategory=Re-balance, IFL=false2022.07 | 64.48 | 70.2 | |
| MixupCategory=Augment, IFL=false2022.07 | 64.45 | 71.13 | |
| BLSoftmaxCategory=Re-balance, IFL=false2022.07 | 64.07 | 68.59 | |
| BaselineCategory=Re-balance, IFL=false2022.07 | 63.79 | 70.52 | |
| LWSCategory=Re-balance, IFL=false2022.07 | 63.6 | 68.81 |