Image Classification on Real Blurry Images (test)
51.7Error RateResNet-50 + DeepAugment + AugMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet-50 + DeepAugment + AugMixBackbone=ResNet-50, Data Augmentation=DeepAugment + AugMix2020.06 | 51.7 | |
| ResNet-50 + DeepAugmentBackbone=ResNet-50, Data Augmentation=DeepAugment2020.06 | 54.2 | |
| ResNet-152Backbone=ResNet-152, Model Architecture=Larger Models2020.06 | 54.3 | |
| ResNet-50 + AugMixBackbone=ResNet-50, Data Augmentation=AugMix2020.06 | 54.4 | |
| ResNet-50 + ImageNet-21K PretrainingBackbone=ResNet-50, Pre-training=ImageNet-21K2020.06 | 54.8 | |
| ResNet-50 + CBAMBackbone=ResNet-50, Model Architecture=CBAM (Self-Attention)2020.06 | 56.5 | |
| ResNet-50 + Style TransferBackbone=ResNet-50, Data Augmentation=Style Transfer2020.06 | 56.7 | |
| ResNet-50 + Speckle NoiseBackbone=ResNet-50, Data Augmentation=Speckle Noise2020.06 | 56.9 | |
| ResNet-50Backbone=ResNet-502020.06 | 58.7 | |
| ResNet-50 + l∞ Adversarial TrainingBackbone=ResNet-50, Adversarial Training=l∞2020.06 | 71.6 |