Image Data Augmentation
AugMix
Introduced by Hendrycks et al. in AugMix: A Simple Data Processing Method to Improve Robustness and UncertaintyAugMix mixes augmented images through linear interpolations. Consequently it is like Mixup but instead mixes augmented versions of the same image.
Source: AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Papers
| Paper | Code | Results | Date | Stars |
|---|
Tasks
| Task | Papers | Share |
|---|---|---|
| Image Classification | 6 | 24.00% |
| Domain Generalization | 3 | 12.00% |
| Diversity | 2 | 8.00% |
| Federated Learning | 1 | 4.00% |
| Denoising | 1 | 4.00% |
| Image Generation | 1 | 4.00% |
| Out-of-Distribution Detection | 1 | 4.00% |
| Object Detection | 1 | 4.00% |
| Image Augmentation | 1 | 4.00% |
Usage Over Time
Components
| Component | Type |
|
|---|---|---|
| 🤖 No Components Found | You can add them if they exist; e.g. Mask R-CNN uses RoIAlign |
