4 papers
Fashion Outfit Generation via Unified Sequential Composition Models
Kaicheng Pang, Xingxing Zou, Ruohan Xu +1
The task of synthesizing stylistically coherent fashion outfits from massive item libraries, known as fashion outfit generation, remains a non-trivial challenge, primarily due to t…
Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories
Junyao Hu, Zhongwei Cheng, Waikeung Wong +1
Virtual try-on (VTON) has advanced single-garment visualization, yet real-world fashion centers on full outfits with multiple garments, accessories, fine-grained categories, layeri…
Dress Well via Fashion Cognitive Learning
Kaicheng Pang, Xingxing Zou, Waikeung Wong
Fashion compatibility models enable online retailers to easily obtain a large number of outfit compositions with good quality. However, effective fashion recommendation demands pre…
FashionM3: Multimodal, Multitask, and Multiround Fashion Assistant based on Unified Vision-Language Model
Kaicheng Pang, Xingxing Zou, Waikeung Wong
Fashion styling and personalized recommendations are pivotal in modern retail, contributing substantial economic value in the fashion industry. With the advent of vision-language m…