Fashion style classification on FashionStyle14 8-shot
71.4Mean AccuracyMLP
Evaluation results
| Method | Links | |
|---|---|---|
| MLPStandard Augmentation=RandAug.2025.04 | 71.4 | |
| MLPStandard Augmentation=CutMix2025.04 | 71.2 | |
| MLPStandard Augmentation=AugMix2025.04 | 70.9 | |
| MLPStandard Augmentation=Avg.2025.04 | 70.7 | |
| Caption-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 70.6 | |
| MLPStandard Augmentation=AutoAug.2025.04 | 70.6 | |
| Caption-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 70.4 | |
| Caption-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 70.3 | |
| MLPStandard Augmentation=None2025.04 | 70.3 | |
| Caption-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 70.1 | |
| Caption-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 70 | |
| Real-only trainingStandard Augmentation=RandAug.2025.04 | 69.8 | |
| Caption-conditioned generative augmentationStandard Augmentation=None2025.04 | 69.8 | |
| MLPStandard Augmentation=Mixup2025.04 | 69.6 | |
| Caption-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 69.3 | |
| Real-only trainingStandard Augmentation=CutMix2025.04 | 68.9 | |
| Real-only trainingStandard Augmentation=Avg.2025.04 | 68.2 | |
| Real-only trainingStandard Augmentation=AugMix2025.04 | 68.1 | |
| Real-only trainingStandard Augmentation=AutoAug.2025.04 | 67.9 | |
| Real-only trainingStandard Augmentation=None2025.04 | 67.7 | |
| Real-only trainingStandard Augmentation=Mixup2025.04 | 67.2 | |
| Class-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 65.5 | |
| Class-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 65.5 | |
| Class-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 65.1 | |
| Class-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 64.4 | |
| Class-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 63.7 | |
| Class-conditioned generative augmentationStandard Augmentation=None2025.04 | 63.6 | |
| Class-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 63.1 |