| --- |
| license: other |
| license_name: non-commercial-academic-use |
| license_link: https://github.com/aimagelab/dress-code/blob/main/LICENCE |
| task_categories: |
| - image-to-image |
| language: |
| - en |
| size_categories: |
| - 1G<n<10G |
| tags: |
| - virtual-try-on |
| - fashion |
| - benchmark |
| --- |
| |
| # VTBench: Virtual Try-On Benchmark |
|
|
| VTBench is a benchmark dataset for evaluating virtual try-on (VTON) models, introduced in the NeurIPS 2026 Datasets & Benchmarks Track submission. |
|
|
| ## Test Sets |
|
|
| | Subset | Directory | Pairs | Description | |
| |--------|-----------|-------|-------------| |
| | **FTF** (Font/Texture Fidelity) | `benchmark_texture/` | 600 | Fine-grained garment texture and text/logo preservation | |
| | **CBC** (Complex Background Consistency) | `benchmark_complex_bg/` | 433 | Background preservation under complex scenes | |
| | **HOC** (Hand-Occlusion Consistency) | `benchmark_hand/` | 1,443 | Hand-garment occlusion and joint consistency | |
| | **CCP** (Cross-Category Plausibility) | `benchmark_crossvton/` | 420 (4 directions × 105) | Cross-category try-on: dress / upper / lower | |
|
|
| ## Directory Structure |
|
|
| ``` |
| benchmark_texture/ |
| cloth/ # garment images: cloth_0001.png … cloth_0600.png |
| image/ # person images: image_0001.png … image_0600.png |
| test_pairs.txt # <cloth> <image> per line (600 pairs) |
| filename_mapping.txt # new filename → original filename |
| |
| benchmark_complex_bg/ |
| cloth/ # 0000.png … 0473.png |
| image/ # 0000.png … 0473.png |
| test_pairs.txt # 433 pairs |
| |
| benchmark_hand/ |
| cloth/ # 0000.png … 1442.png |
| image/ # 0000.png … 1442.png |
| test_pairs.txt # 1443 pairs |
| |
| benchmark_crossvton/ |
| dress/cloth/ # dress garments |
| dress/image/ # dress person images |
| upper/cloth/ # upper-body garments |
| upper/image/ # upper-body person images |
| lower/cloth/ # lower-body garments |
| lower/image/ # lower-body person images |
| test_pairs_ds2lower.txt # dress → lower (105 pairs) |
| test_pairs_ds2up.txt # dress → upper (105 pairs) |
| test_pairs_lower2ds.txt # lower → dress (105 pairs) |
| test_pairs_up2ds.txt # upper → dress (105 pairs) |
| ``` |
|
|
| Each `test_pairs*.txt` contains one pair per line: `<cloth_path> <image_path>`. |
|
|
| ## Model Outputs |
|
|
| [`VT_model_results_retinaface_100/`](VT_model_results_retinaface_100) provides a standardized qualitative comparison set for **19 virtual try-on models** on **100 identical person-garment input pairs**, for a total of **1,900 generated images**. |
|
|
| The 100 inputs are the first 100 pairs in [`benchmark_complex_bg/test_pairs.txt`](benchmark_complex_bg/test_pairs.txt). Every model is evaluated on the same person image and garment image. Faces in the generated results were blurred for privacy. Aggregate preprocessing statistics are reported in `processing_report.json`. |
|
|
| Evaluated models: CAT-DM, CatVTON, CrossVTON, DA-FLOW, FitDit, FS-VTON, HR-VITON, IDM-VTON, LaDI-VTON, Leffa, Nano-Banana, OOTD, PF-AFN, Qwen-Edit, SD-VITON, Seedream, StableVITON, TPD, and VTON-HandFit. |
|
|
| ``` |
| VT_model_results_retinaface_100/ |
| results/ |
| <model_name>/ # 100 generated images per model |
| <sample_id>.png |
| pairs.tsv # sample IDs and repository-relative input paths |
| model_sources.tsv # model names and repository-relative result directories |
| processing_report.json |
| errors.tsv # processing errors (none for this release) |
| ``` |
|
|
| Each result filename matches the person-image filename for its corresponding row in `pairs.tsv`. All paths in the manifests are relative to the root of this Hugging Face dataset repository. These generated results are distributed for non-commercial academic use under the same restrictions as the source CBC subset. |
|
|
| ## License |
|
|
| This dataset is available for **non-commercial academic research, teaching, and publication only**. |
|
|
| ### benchmark_crossvton |
| |
| The `benchmark_crossvton/` subset is a curated selection from the [Dress Code Dataset](https://github.com/aimagelab/dress-code) (images selected and renamed; no content modification). It is subject to the original Dress Code license terms: |
|
|
| > The Dress Code Dataset is proprietary to and © Yoox Net-a-Porter Group S.p.A., and its licensors. It is distributed by the University of Modena and Reggio Emilia, and available for non-commercial academic use under licence terms set out at https://github.com/aimagelab/dress-code. |
|
|
| By downloading or using `benchmark_crossvton/`, you agree to be bound by those [licence terms](https://github.com/aimagelab/dress-code/blob/main/LICENCE). |
|
|
| ### benchmark_texture / benchmark_complex_bg / benchmark_hand |
|
|
| These subsets are released under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) and are available for non-commercial academic use only. |
|
|
| ## Citation |
|
|
| Citation will be updated upon publication. |
|
|
