Image Classification on Clothing1M 1.0 (test)
81.16AccuracyDeepSelf
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepSelfTraining=clean50k, Pre-training=Initialized from #102020.03 | 81.16 | |
| loss cor.Training=clean50k, Pre-training=Initialized from #42020.03 | 80.38 | |
| CleanNetTraining=clean50k, Pre-training=Initialized from #82020.03 | 79.9 | |
| NoiseRankTraining=clean50k, Pre-training=Initialized from #132020.03 | 79.57 | |
| NoneTraining=clean50k, Pre-training=noisy train # 22020.03 | 79.43 | |
| NoneTraining=clean50k, Pre-training=ImageNet2020.03 | 75.19 | |
| ELR+Pre-training=ImageNet2021.03 | 74.81 | |
| DivideMixBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=true2021.04 | 74.8 | |
| DivideMixPre-training=ImageNet2021.03 | 74.76 | |
| CleanNetTraining=noisy(+verified), Pre-training=ImageNet2020.03 | 74.69 | |
| DeepSelfTraining=noisy train, Pre-training=ImageNet2020.03 | 74.45 | |
| Self-learningPre-training=ImageNet2021.03 | 74.45 | |
| C2DPre-training=None, Initialization=SimCLR, LNL method=DivideMix2021.03 | 74.3 | |
| PLCBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=true2021.04 | 74 | |
| NoiseRankTraining=cleaned train, Pre-training=noisy train #22020.03 | 73.82 | |
| NoiseRankTraining=cleaned train, Pre-training=ImageNet2020.03 | 73.77 | |
| C2DPre-training=None, Initialization=BT, LNL method=ELR+2021.03 | 73.52 | |
| PENCILBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=true2021.04 | 73.5 | |
| MLNTBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 73.5 | |
| PENCILTraining=noisy train, Pre-training=ImageNet2020.03 | 73.49 | |
| P-correctionPre-training=ImageNet2021.03 | 73.49 | |
| Meta-LearningPre-training=ImageNet2021.03 | 73.47 | |
| Cross-entropyPre-training=None, Initialization=BT2021.03 | 73.03 | |
| DropoutBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=true2021.04 | 72.8 | |
| MetaCleanerPre-training=ImageNet2021.03 | 72.5 | |
| JOBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 72.2 | |
| Joint opt.Training=noisy train, Pre-training=ImageNet2020.03 | 72.16 | |
| Joint-OptimPre-training=ImageNet2021.03 | 72.16 | |
| Cross-entropyPre-training=None, Initialization=SimCLR2021.03 | 72.05 | |
| SLBackbone=ResNet-50, Pre-trained=ImageNet, Batch Size=64, Optimizer=SGD, Initial Learning Rate=0.0012019.08 | 71.02 | |
| JoCoRBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 70.3 | |
| ForwardBackbone=ResNet-50, Pre-trained=ImageNet, Batch Size=64, Optimizer=SGD, Initial Learning Rate=0.0012019.08 | 69.84 | |
| loss cor.Training=noisy(+verified), Pre-training=ImageNet2020.03 | 69.84 | |
| F-correctionPre-training=ImageNet2021.03 | 69.84 | |
| GCEBackbone=ResNet-50, Pre-trained=ImageNet, Batch Size=64, Optimizer=SGD, Initial Learning Rate=0.0012019.08 | 69.75 | |
| D2LBackbone=ResNet-50, Pre-trained=ImageNet, Batch Size=64, Optimizer=SGD, Initial Learning Rate=0.0012019.08 | 69.47 | |
| Cross-entropyPre-training=ImageNet2021.03 | 69.21 | |
| Co-teachingBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 69.2 | |
| NoneTraining=noisy train, Pre-training=ImageNet2020.03 | 68.94 | |
| BootstrapBackbone=ResNet-50, Pre-trained=ImageNet, Batch Size=64, Optimizer=SGD, Initial Learning Rate=0.0012019.08 | 68.91 | |
| F-correctionBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 68.9 | |
| CEBackbone=ResNet-50, Pre-trained=ImageNet, Batch Size=64, Optimizer=SGD, Initial Learning Rate=0.0012019.08 | 68.8 | |
| DecouplingBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 68.5 | |
| CEBackbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 67.2 | |
| Co-teaching+Backbone=ResNet-18, Pre-trained=ImageNet, Balanced subset or loss=false2021.04 | 59.3 |