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Per Garment Capture and Synthesis for Real-time Virtual Try-on

Talkat UIST 2021 · 2021-10-10..10-14· [computer-vision]
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A pipeline captures each garment with a 9-DOF actuated mannequin and a color-coded measurement garment to record body shape and pose, collecting about 80,000 images per garment in roughly two hours, then trains a pix2pixHD-based image-to-image translation for ~2 days on paired measurement/target frames. At runtime the system segments the measurement shirt, maps to the target garment, swaps weights live and composites results in real time. Evaluation shows practical size prediction—7 of 8 users pick the correct size.

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