Datasets:
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>.
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 (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.
benchmark_texture / benchmark_complex_bg / benchmark_hand
These subsets are released under CC BY-NC 4.0 and are available for non-commercial academic use only.
Citation
Citation will be updated upon publication.