DeepFashion
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| In-shop clothing retrieval | DeepFashion in-shop | Top-1 Accuracy95 | 26 | |
| Text-to-Image Retrieval | DeepFashion (test) | R@18.9 | 20 | |
| Person Image Generation | DeepFashion (test) | SSIM1 | 19 | |
| Multi-view Composed Image Retrieval | DeepFashion (val) | R@589.2 | 17 | |
| Human Pose Transfer | DeepFashion In-shop Clothes Retrieval (test) | SSIM0.79 | 14 | |
| Video-to-Shop retrieval | MultiDeepFashion 2 (test) | T-1 Accuracy30 | 13 | |
| Fine-grained fashion image retrieval | DeepFashion (test) | MAP (Texture)16.6 | 11 | |
| Person Image Generation | DeepFashion | FID12.18 | 11 | |
| Customized fashion retrieval | DeepFashion (test) | Texture15.62 | 10 | |
| Reposing | DeepFashion In-Domain | FID5.089 | 10 | |
| Person Image Synthesis | DeepFashion (test) | SSIM1 | 10 | |
| 3D Human Generation | DeepFashion (test) | FID10.93 | 9 | |
| Person Image Synthesis | DeepFashion 256 x 176 (test) | FID6.3671 | 9 | |
| Exemplar-based image translation | DeepFashion | FID12.81 | 9 | |
| Image-to-Image Translation | DeepFashion (val) | FID13.08 | 9 | |
| Pose Transfer | DeepFashion (test) | User Preference Score73.55 | 9 | |
| Fine-grained Image Retrieval | DeepFashion | Training Time (h)21 | 8 | |
| Pose-conditioned avatar generation | DeepFashion In-Domain | PSNR19.35 | 8 | |
| Human Avatar Generation | DeepFashion In-Domain (test) | PSNR16.45 | 8 | |
| Semantic Image Synthesis | DeepFashion | Params (M)54 | 8 | |
| Pose Transfer | DeepFashion reduced (test) | FID7.876 | 7 | |
| Pose Transfer | DeepFashion 256x256 (test) | FID10.57 | 7 | |
| Image Classification | DeepFashion In-Shop (Unseen) | Top-1 Acc75.29 | 7 | |
| Image Classification | DeepFashion In-Shop (Seen) | Top-1 Accuracy81.46 | 7 | |
| Human Pose Transfer | DeepFashion (test) | R2G10.01 | 7 |
Showing 25 of 67 rows