collaborators

5 papers

cs.CV2026

Rethinking Garment Conditioning in Diffusion-based Virtual Try-On: Decouple, Don't Denoise

Kihyun Na, Jinyoung Choi, Injung Kim

Virtual Try-On (VTON) synthesizes realistic images of a person wearing a target garment, with broad applications in e-commerce and fashion. Diffusion-based dual-UNet methods achiev…

eess.AS2026

BERT-APC: A Reference-free Framework for Automatic Pitch Correction via Musical Context Inference

Sungjae Kim, Kihyun Na, Jinyoung Choi +1

Automatic Pitch Correction (APC) enhances vocal recordings by aligning pitch deviations with intended musical notes. However, existing APC systems either rely on reference pitches,…

cs.CV2025

Holi-DETR: Holistic Fashion Item Detection Leveraging Contextual Information

Youngchae Kwon, Jinyoung Choi, Injung Kim

Fashion item detection is challenging due to the ambiguities introduced by the highly diverse appearances of fashion items and the similarities among item subcategories. To address…

cs.CV2025

Item Region-based Style Classification Network (IRSN): A Fashion Style Classifier Based on Domain Knowledge of Fashion Experts

Jinyoung Choi, Youngchae Kwon, Injung Kim

Fashion style classification is a challenging task because of the large visual variation within the same style and the existence of visually similar styles. Styles are expressed no…

cs.CV2025

MF-LPR: Multi-Frame License Plate Image Restoration and Recognition using Optical Flow

Kihyun Na, Junseok Oh, Youngkwan Cho +4

License plate recognition (LPR) is important for traffic law enforcement, crime investigation, and surveillance. However, license plate areas in dash cam images often suffer from l…