Fashion style classification on FashionStyle14 16-shot
76Mean AccuracyReal-only training
Evaluation results
| Method | Links | |
|---|---|---|
| Real-only trainingStandard Augmentation=RandAug.2025.04 | 76 | |
| MLPStandard Augmentation=RandAug.2025.04 | 75.9 | |
| MLPStandard Augmentation=AugMix2025.04 | 75.9 | |
| MLPStandard Augmentation=AutoAug.2025.04 | 75.8 | |
| MLPStandard Augmentation=CutMix2025.04 | 75.6 | |
| MLPStandard Augmentation=None2025.04 | 75.5 | |
| MLPStandard Augmentation=Avg.2025.04 | 75.5 | |
| Real-only trainingStandard Augmentation=AugMix2025.04 | 75.3 | |
| Caption-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 75.3 | |
| Real-only trainingStandard Augmentation=CutMix2025.04 | 75.2 | |
| Caption-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 75.2 | |
| Caption-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 75.2 | |
| Caption-conditioned generative augmentationStandard Augmentation=None2025.04 | 75.1 | |
| Caption-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 75 | |
| Caption-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 75 | |
| Real-only trainingStandard Augmentation=Avg.2025.04 | 74.9 | |
| Real-only trainingStandard Augmentation=AutoAug.2025.04 | 74.5 | |
| MLPStandard Augmentation=Mixup2025.04 | 74.5 | |
| Real-only trainingStandard Augmentation=Mixup2025.04 | 74.4 | |
| Caption-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 74.3 | |
| Real-only trainingStandard Augmentation=None2025.04 | 73.9 | |
| Class-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 71.2 | |
| Class-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 70.2 | |
| Class-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 70.1 | |
| Class-conditioned generative augmentationStandard Augmentation=None2025.04 | 69.6 | |
| Class-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 69.6 | |
| Class-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 68.7 | |
| Class-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 67.8 |