Reference-Free Image Quality Assessment for Virtual Try-On via Human Feedback
Paper • 2603.13057 • Published
Datasets:
form_id int64 1 2.2k | problem_id int64 1 50 | reward float64 1 3 | garment_type stringclasses 3
values | dataset_type stringclasses 3
values | vton_model_id stringclasses 14
values | person_path stringlengths 27 63 | garment_path stringlengths 23 30 | ref_person_path stringlengths 23 30 | vton_path stringlengths 60 95 | n_annotation int64 3 79 | annotator_ids listlengths 3 79 | answer_ids listlengths 3 79 | votes listlengths 3 3 | id stringlengths 64 64 | add_date timestamp[s]date 2025-09-01 00:00:00 2026-01-29 00:00:00 | ssim float64 0.43 0.97 ⌀ | lpips float64 0.03 0.57 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,066 | 1 | 2.75 | upper_body | vton_evals_dc | oot | images/triplets/dc/images/048647_0_049760_1_nanobanana.png | upper_body/images/048647_1.jpg | upper_body/images/048647_0.jpg | images/vtons/dc/oot/images/048647_0_049760_1_nanobanana_048647_1_oot.png | 12 | [
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1,066 | 2 | 2.25 | upper_body | vton_evals_dc | nanobanana | images/triplets/dc/images/048627_0_049366_1_nanobanana.png | upper_body/images/048627_1.jpg | upper_body/images/048627_0.jpg | images/vtons/dc/nanobanana/images/048627_0_049366_1_nanobanana_048627_1_nanobanana.png | 12 | [
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1,066 | 3 | 1.166667 | lower_body | vton_evals_dc | catvton | images/triplets/dc/images/051883_0_050509_1_nanobanana.png | lower_body/images/051883_1.jpg | lower_body/images/051883_0.jpg | images/vtons/dc/catvton/images/051883_0_050509_1_nanobanana_051883_1_catvton.png | 12 | [
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1,066 | 7 | 2.5 | upper_body | vton_evals_vitonhd | any2any | images/triplets/vitonhd/images/02401_00_00827_00_nanobanana.png | test/cloth/02401_00.jpg | test/image/02401_00.jpg | images/vtons/vitonhd/any2any/images/02401_00_00827_00_nanobanana_02401_00_any2any.png | 12 | [
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1,066 | 8 | 1 | upper_body | vton_evals_vitonhd | qwen_edit | images/triplets/vitonhd/images/00348_00_13308_00_nanobanana.png | test/cloth/00348_00.jpg | test/image/00348_00.jpg | images/vtons/vitonhd/qwen_edit/images/00348_00_13308_00_nanobanana_00348_00_qwen_edit.png | 12 | [
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1,066 | 9 | 2.5 | upper_body | vton_evals_dc | qwen_edit | images/triplets/dc/images/048701_0_049548_1_nanobanana.png | upper_body/images/048701_1.jpg | upper_body/images/048701_0.jpg | images/vtons/dc/qwen_edit/images/048701_0_049548_1_nanobanana_048701_1_qwen_edit.png | 12 | [
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1,066 | 11 | 1.416667 | upper_body | vton_evals_dc | idm | images/triplets/dc/images/049745_0_049069_1_nanobanana.png | upper_body/images/049745_1.jpg | upper_body/images/049745_0.jpg | images/vtons/dc/idm/images/049745_0_049069_1_nanobanana_049745_1_idm.png | 12 | [
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1,066 | 12 | 1.75 | upper_body | vton_evals_vitonhd | qwen_edit | images/triplets/vitonhd/images/04795_00_05781_00_nanobanana.png | test/cloth/04795_00.jpg | test/image/04795_00.jpg | images/vtons/vitonhd/qwen_edit/images/04795_00_05781_00_nanobanana_04795_00_qwen_edit.png | 12 | [
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1,066 | 14 | 1 | upper_body | vton_evals_dc | sdviton | images/triplets/dc/images/049388_0_048741_1_nanobanana.png | upper_body/images/049388_1.jpg | upper_body/images/049388_0.jpg | images/vtons/dc/sdviton/images/049388_0_048741_1_nanobanana_049388_1_sdviton.png | 12 | [
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1,066 | 16 | 1.5 | upper_body | vton_evals_vitonhd | vitonhd | images/triplets/vitonhd/images/00760_00_09199_00_nanobanana.png | test/cloth/00760_00.jpg | test/image/00760_00.jpg | images/vtons/vitonhd/vitonhd/images/00760_00_09199_00_nanobanana_00760_00_vitonhd.png | 12 | [
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1,066 | 17 | 1.166667 | upper_body | vton_evals_dc | catvton | images/triplets/dc/images/050169_0_050158_1_nanobanana.png | upper_body/images/050169_1.jpg | upper_body/images/050169_0.jpg | images/vtons/dc/catvton/images/050169_0_050158_1_nanobanana_050169_1_catvton.png | 12 | [
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1,066 | 18 | 1.333333 | lower_body | vton_evals_dc | nanobanana | images/triplets/dc/images/050887_0_050985_1_nanobanana.png | lower_body/images/050887_1.jpg | lower_body/images/050887_0.jpg | images/vtons/dc/nanobanana/images/050887_0_050985_1_nanobanana_050887_1_nanobanana.png | 12 | [
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1,066 | 19 | 1 | upper_body | vton_evals_vitonhd | any2any | images/triplets/vitonhd/images/09498_00_03838_00_nanobanana.png | test/cloth/09498_00.jpg | test/image/09498_00.jpg | images/vtons/vitonhd/any2any/images/09498_00_03838_00_nanobanana_09498_00_any2any.png | 12 | [
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1,066 | 21 | 2.75 | dresses | vton_evals_dc | catvton | images/triplets/dc/images/053103_0_052367_1_nanobanana.png | dresses/images/053103_1.jpg | dresses/images/053103_0.jpg | images/vtons/dc/catvton/images/053103_0_052367_1_nanobanana_053103_1_catvton.png | 12 | [
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1,066 | 22 | 2.833333 | upper_body | vton_evals_vitonhd | oot | images/triplets/vitonhd/images/08887_00_08734_00_nanobanana.png | test/cloth/08887_00.jpg | test/image/08887_00.jpg | images/vtons/vitonhd/oot/images/08887_00_08734_00_nanobanana_08887_00_oot.png | 12 | [
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1,066 | 23 | 2.5 | lower_body | vton_evals_dc | catvton | images/triplets/dc/images/051424_0_050524_1_nanobanana.png | lower_body/images/051424_1.jpg | lower_body/images/051424_0.jpg | images/vtons/dc/catvton/images/051424_0_050524_1_nanobanana_051424_1_catvton.png | 12 | [
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1,068 | 42 | 2 | dresses | vton_evals_dc | fitdit | images/triplets/dc/images/052591_0_053400_1_nanobanana.png | dresses/images/052591_1.jpg | dresses/images/052591_0.jpg | images/vtons/dc/fitdit/images/052591_0_053400_1_nanobanana_052591_1_fitdit.png | 7 | [
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1,068 | 43 | 1.857143 | upper_body | vton_evals_vitonhd | oot | images/triplets/vitonhd/images/03924_00_07237_00_nanobanana.png | test/cloth/03924_00.jpg | test/image/03924_00.jpg | images/vtons/vitonhd/oot/images/03924_00_07237_00_nanobanana_03924_00_oot.png | 7 | [
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1,068 | 44 | 1.285714 | lower_body | vton_evals_dc | any2any | images/triplets/dc/images/051436_0_051441_1_nanobanana.png | lower_body/images/051436_1.jpg | lower_body/images/051436_0.jpg | images/vtons/dc/any2any/images/051436_0_051441_1_nanobanana_051436_1_any2any.png | 7 | [
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1,069 | 1 | 1.222222 | upper_body | vton_evals_dc | hrviton | images/triplets/dc/images/048902_0_050066_1_nanobanana.png | upper_body/images/048902_1.jpg | upper_body/images/048902_0.jpg | images/vtons/dc/hrviton/images/048902_0_050066_1_nanobanana_048902_1_hrviton.png | 9 | [
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1,069 | 6 | 1 | lower_body | vton_evals_dc | ladi | images/triplets/dc/images/050412_0_051499_1_nanobanana.png | lower_body/images/050412_1.jpg | lower_body/images/050412_0.jpg | images/vtons/dc/ladi/images/050412_0_051499_1_nanobanana_050412_1_ladi.png | 9 | [
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End of preview. Expand in Data Studio
VTON-QBench
Dataset Summary
VTON-QBench is a large-scale human-annotated benchmark for image quality assessment in image-based Virtual Try-On (VTON). It is designed to support reference-free, human-aligned evaluation of generated try-on images, where a ground-truth image of the same person wearing the target garment is typically unavailable.
The dataset contains 62,688 generated try-on images produced by 14 representative VTON models, together with 431,800 quality annotations collected from 13,838 qualified crowd workers. The benchmark is introduced together with VTON-IQA, a reference-free image quality assessment framework that predicts human-aligned quality scores for virtual try-on images.
Citation
@article{hirakawa2026vtoniqa,
title={Reference-Free Image Quality Assessment for Virtual Try-On via Human Feedback},
author={Yuki Hirakawa and Takashi Wada and Ryotaro Shimizu and Takuya Furusawa and Yuki Saito and Ryosuke Araki and Tianwei Chen and Fan Mo and Yoshimitsu Aoki},
year={2026},
journal={arXiv preprint arXiv:2603.13057},
}
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