International Journal of Interdisciplinary Research
Table 1 Comparison of previously published datasets on fashion images
From: Conceptual framework of hybrid style in fashion image datasets for machine learning
Dataset | Number of images | Style annotation | Number of styles | Hybrid style annotation | Data imbalance |
|---|---|---|---|---|---|
HipsterWars (Kiapour et al., 2014) | 1893 | Yes | 5 | No | Weak |
DeepFashion (Liu et al., 2016) | 289,222 | Weak | – | Yes | Yes |
FashionStyle14 (Takagi et al., 2017) | 13,126 | Yes | 14 | No | No |
DeepFashion 2 (Ge et al., 2019) | 491,895 | No | – | – | – |
DeepFashion-MultiModal (Jiang et al., 2022) | 44,096 | No | – | – | – |
K-Fashion | 1,083,835 | Yes | 23 | Yes | Yes |