KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation

1 code implementation • 31 Mar 2024 • Jihua Peng, Yanghong Zhou, P. Y. Mok

This paper presents a novel Kinematics and Trajectory Prior Knowledge-Enhanced Transformer (KTPFormer), which overcomes the weakness in existing transformer-based methods for 3D human pose estimation that the derivation of Q, K, V vectors in their self-attention mechanisms are all based on simple linear mapping.

Monocular 3D Human Pose Estimation

SGDiff: A Style Guided Diffusion Model for Fashion Synthesis

1 code implementation • 15 Aug 2023 • Zhengwentai Sun, Yanghong Zhou, HongHong He, P. Y. Mok

This paper reports on the development of \textbf{a novel style guided diffusion model (SGDiff)} which overcomes certain weaknesses inherent in existing models for image synthesis.

Fashion Synthesis Image Generation

Modeling Field-level Factor Interactions for Fashion Recommendation

no code implementations • 7 Mar 2022 • Yujuan Ding, P. Y. Mok, Xun Yang, Yanghong Zhou

Personalized fashion recommendation aims to explore patterns from historical interactions between users and fashion items and thereby predict the future ones.