Fashion style classification on FashionStyle14 4-shot
65.1Mean AccuracyMLP
Evaluation results
| Method | Links | |
|---|---|---|
| MLPStandard Augmentation=RandAug.2025.04 | 65.1 | |
| MLPStandard Augmentation=AutoAug.2025.04 | 64.7 | |
| Caption-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 64.5 | |
| Caption-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 64 | |
| MLPStandard Augmentation=CutMix2025.04 | 64 | |
| MLPStandard Augmentation=AugMix2025.04 | 64 | |
| MLPStandard Augmentation=Avg.2025.04 | 63.9 | |
| Caption-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 63.8 | |
| Caption-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 63.3 | |
| MLPStandard Augmentation=None2025.04 | 63 | |
| Caption-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 62.9 | |
| MLPStandard Augmentation=Mixup2025.04 | 62.8 | |
| Caption-conditioned generative augmentationStandard Augmentation=None2025.04 | 62.7 | |
| Caption-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 62 | |
| Real-only trainingStandard Augmentation=RandAug.2025.04 | 60.7 | |
| Class-conditioned generative augmentationStandard Augmentation=RandAug.2025.04 | 59.6 | |
| Real-only trainingStandard Augmentation=AugMix2025.04 | 59.4 | |
| Real-only trainingStandard Augmentation=CutMix2025.04 | 59.2 | |
| Real-only trainingStandard Augmentation=Avg.2025.04 | 59.1 | |
| Real-only trainingStandard Augmentation=AutoAug.2025.04 | 59 | |
| Real-only trainingStandard Augmentation=None2025.04 | 58.8 | |
| Class-conditioned generative augmentationStandard Augmentation=CutMix2025.04 | 58.6 | |
| Class-conditioned generative augmentationStandard Augmentation=AugMix2025.04 | 58.1 | |
| Class-conditioned generative augmentationStandard Augmentation=Avg.2025.04 | 57.8 | |
| Real-only trainingStandard Augmentation=Mixup2025.04 | 57.7 | |
| Class-conditioned generative augmentationStandard Augmentation=Mixup2025.04 | 57.1 | |
| Class-conditioned generative augmentationStandard Augmentation=AutoAug.2025.04 | 56.9 | |
| Class-conditioned generative augmentationStandard Augmentation=None2025.04 | 56.5 |