Image Classification on CIFAR-100 (Input Noise Robustness Evaluation)
79.9Accuracy (20% Symmetric Noise)DMLP-DivideMix
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DMLP-DivideMixVal (Use of clean validation set)=true, Accuracy Snapshot=Best2023.02 | 79.9 | — | 76.8 | 68.6 | 65.8 | — | |
| DMLP-DivideMixVal (Use of clean validation set)=true, Accuracy Snapshot=Last2023.02 | 79.4 | — | 76.1 | 68.5 | 65.4 | — | |
| C2D-DivideMixVal (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 78.6 | — | 76.4 | 67.7 | 58.7 | — | |
| C2D-DivideMixVal (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 78.3 | — | 76 | 67.4 | 58.4 | — | |
| DivideMix*Val (Use of clean validation set)=true, Accuracy Snapshot=Best2023.02 | 77.7 | — | 74.8 | 60.7 | 32.5 | — | |
| DivideMixVal (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 77.3 | — | 74.6 | 60.2 | 31.5 | — | |
| DivideMix*Val (Use of clean validation set)=true, Accuracy Snapshot=Last2023.02 | 77.1 | — | 74.3 | 60.5 | 32.2 | — | |
| DivideMixVal (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 76.9 | — | 74.2 | 59.6 | 31 | — | |
| Divide-Mix2022.02 | 76.7 | 74.6 | 73.1 | 57.1 | 29.7 | 72.1 | |
| REEDVal (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 76.7 | — | 73 | 66.9 | 59.6 | — | |
| NCR+2022.02 | 76.6 | 74.2 | 72.5 | 58 | 30.8 | 76.3 | |
| REEDVal (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 76.5 | — | 72.2 | 66.5 | 59.4 | — | |
| Sel-CL+Val (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 76.5 | — | 72.4 | 59.6 | 48.8 | — | |
| ELR+2022.02 | 76.3 | 74 | 72 | 57.2 | 30.9 | 75.8 | |
| Sel-CL+Val (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 76.1 | — | 72 | 59.2 | 48.6 | — | |
| MOIT+2022.02 | 75.9 | 67.4 | — | 51.4 | — | 74 | |
| MOIT+Val (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 75.9 | — | 70.6 | 47.6 | 41.8 | — | |
| MOIT+Val (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 75.2 | — | 70.1 | 46.9 | 41.2 | — | |
| DMLP-NaiveVal (Use of clean validation set)=true, Accuracy Snapshot=Best2023.02 | 72.7 | — | 68 | 63.5 | 61.3 | — | |
| MSLCVal (Use of clean validation set)=true, Accuracy Snapshot=Best2023.02 | 72.5 | — | 65.4 | 24.3 | 16.7 | — | |
| DMLP-NaiveVal (Use of clean validation set)=true, Accuracy Snapshot=Last2023.02 | 72.3 | — | 67.4 | 63.2 | 60.9 | — | |
| MSLCVal (Use of clean validation set)=true, Accuracy Snapshot=Last2023.02 | 72 | — | 64.9 | 20.5 | 14.6 | — | |
| PENCILVal (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 69.4 | — | 57.5 | 31.1 | 15.3 | — | |
| Meta-LearningVal (Use of clean validation set)=true, Accuracy Snapshot=Best2023.02 | 68.5 | — | 59.2 | 42.4 | 19.5 | — | |
| PENCILVal (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 68.1 | — | 56.4 | 20.7 | 8.8 | — | |
| Meta-LearningVal (Use of clean validation set)=true, Accuracy Snapshot=Last2023.02 | 67.7 | — | 58 | 40.1 | 14.3 | — | |
| MLCVal (Use of clean validation set)=true, Accuracy Snapshot=Best2023.02 | 66.8 | — | 52.7 | 21.8 | 15 | — | |
| MLCVal (Use of clean validation set)=true, Accuracy Snapshot=Last2023.02 | 66.5 | — | 52.4 | 18.9 | 14.2 | — | |
| Co-teaching+Val (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 65.6 | — | 51.8 | 27.9 | 13.7 | — | |
| Co-teaching+Val (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 64.1 | — | 45.3 | 15.5 | 8.8 | — | |
| Cross-Entropy (CE)Val (Use of clean validation set)=false, Accuracy Snapshot=Best2023.02 | 62 | — | 46.7 | 19.9 | 10.1 | — | |
| Cross-Entropy (CE)Val (Use of clean validation set)=false, Accuracy Snapshot=Last2023.02 | 61.8 | — | 37.3 | 8.8 | 3.5 | — | |
| Standard2022.02 | 61.5 | 46.2 | 37.4 | 10.4 | 4.1 | 43.9 |