Fashion Style Classification on FashionStyle14 (2-shot)
56.8Mean AccuracyMLP
Evaluation results
| Method | Links | |
|---|---|---|
| MLPStandard Augmentation=RandAug.2025.04 | 56.8 | |
| MLPStandard Augmentation=AugMix2025.04 | 56 | |
| Caption-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 55.9 | |
| MLPStandard Augmentation=AutoAug.2025.04 | 55.9 | |
| MLPStandard Augmentation=Avg.2025.04 | 55.7 | |
| MLPStandard Augmentation=CutMix2025.04 | 55.5 | |
| Caption-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 55.1 | |
| MLPStandard Augmentation=None2025.04 | 55.1 | |
| MLPStandard Augmentation=Mixup2025.04 | 54.6 | |
| Caption-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 54.5 | |
| Caption-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 54.5 | |
| Caption-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 54.2 | |
| Caption-conditioned generative augmentationStandard Augmentation=None2025.04 | 53.7 | |
| Caption-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 53.3 | |
| Class-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 51.3 | |
| Class-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 51.1 | |
| Real-only trainingStandard Augmentation=RandAug.2025.04 | 51 | |
| Class-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 50 | |
| Class-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 49.5 | |
| Real-only trainingStandard Augmentation=CutMix2025.04 | 49.3 | |
| Class-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 49.2 | |
| Real-only trainingStandard Augmentation=AugMix2025.04 | 49 | |
| Real-only trainingStandard Augmentation=Avg.2025.04 | 48.7 | |
| Real-only trainingStandard Augmentation=AutoAug.2025.04 | 48.5 | |
| Class-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 48.4 | |
| Real-only trainingStandard Augmentation=Mixup2025.04 | 47.2 | |
| Class-conditioned generative augmentationStandard Augmentation=None2025.04 | 47.2 | |
| Real-only trainingStandard Augmentation=None2025.04 | 47.1 |