TLMCM Network for Medical Image Hierarchical Multi-Label Classification

no code implementations • 1 Nov 2023 • Meng Wu, Siyan Luo, Qiyu Wu, Wenbin Ouyang

Medical Image Hierarchical Multi-Label Classification (MI-HMC) is of paramount importance in modern healthcare, presenting two significant challenges: data imbalance and \textit{hierarchy constraint}.

Classification Hierarchical Multi-label Classification +1

SIDGAN: High-Resolution Dubbed Video Generation via Shift-Invariant Learning

no code implementations • ICCV 2023 • Urwa Muaz, WonDong Jang, Rohun Tripathi, Santhosh Mani, Wenbin Ouyang, Ravi Teja Gadde, Baris Gecer, Sergio Elizondo, Reza Madad, Naveen Nair

Dubbed video generation aims to accurately synchronize mouth movements of a given facial video with driving audio while preserving identity and scene-specific visual dynamics, such as head pose and lighting.

Image Generation Video Generation +1

Generalization in Deep RL for TSP Problems via Equivariance and Local Search

no code implementations • 7 Oct 2021 • Wenbin Ouyang, Yisen Wang, Paul Weng, Shaochen Han

Since training on large instances is impractical, we design a novel deep RL approach with a focus on generalizability.

reinforcement-learning Reinforcement Learning (RL)

Improving Generalization of Deep Reinforcement Learning-based TSP Solvers

no code implementations • 6 Oct 2021 • Wenbin Ouyang, Yisen Wang, Shaochen Han, Zhejian Jin, Paul Weng

In this work, we propose a novel approach named MAGIC that includes a deep learning architecture and a DRL training method.

reinforcement-learning Reinforcement Learning (RL)