Fashion style classification on FashionStyle14 1-shot
44.7Mean AccuracyMLP
Evaluation results
| Method | Links | |
|---|---|---|
| MLPStandard Augmentation=RandAug.2025.04 | 44.7 | |
| MLPStandard Augmentation=AugMix2025.04 | 44.7 | |
| MLPStandard Augmentation=AutoAug.2025.04 | 44.5 | |
| MLPStandard Augmentation=Avg.2025.04 | 43.4 | |
| MLPStandard Augmentation=CutMix2025.04 | 43.2 | |
| Caption-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 42.5 | |
| MLPStandard Augmentation=None2025.04 | 42.4 | |
| Caption-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 42.3 | |
| Caption-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 42.2 | |
| Caption-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 41.5 | |
| Caption-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 41.3 | |
| MLPStandard Augmentation=Mixup2025.04 | 41 | |
| Caption-conditioned generative augmentationStandard Augmentation=None2025.04 | 40.5 | |
| Class-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 39.4 | |
| Class-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 39.3 | |
| Caption-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 39 | |
| Class-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 38.9 | |
| Class-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 38.1 | |
| Class-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 37.6 | |
| Class-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 37 | |
| Real-only trainingStandard Augmentation=AugMix2025.04 | 36.8 | |
| Class-conditioned generative augmentationStandard Augmentation=None2025.04 | 36.6 | |
| Real-only trainingStandard Augmentation=RandAug.2025.04 | 36.2 | |
| Real-only trainingStandard Augmentation=AutoAug.2025.04 | 35.1 | |
| Real-only trainingStandard Augmentation=Avg.2025.04 | 34.9 | |
| Real-only trainingStandard Augmentation=None2025.04 | 34.7 | |
| Real-only trainingStandard Augmentation=CutMix2025.04 | 34.6 | |
| Real-only trainingStandard Augmentation=Mixup2025.04 | 32 |