Semantic-Rearrangement-Based Multi-Level Alignment for Domain Generalized Segmentation

no code implementations • 21 Apr 2024 • Guanlong Jiao, Chenyangguang Zhang, Haonan Yin, Yu Mo, Biqing Huang, Hui Pan, Yi Luo, Jingxian Liu

SRMA first incorporates a Semantic Rearrangement Module (SRM), which conducts semantic region randomization to enhance the diversity of the source domain sufficiently.

Semantic Segmentation

UAV Swarm Deployment and Trajectory for 3D Area Coverage via Reinforcement Learning

no code implementations • 21 Sep 2023 • Jia He, Ziye Jia, Chao Dong, Junyu Liu, Qihui Wu, Jingxian Liu

Unmanned aerial vehicles (UAVs) are recognized as promising technologies for area coverage due to the flexibility and adaptability.

Q-Learning

Similarity Grouping-Guided Neural Network Modeling for Maritime Time Series Prediction

no code implementations • 13 May 2019 • Yan Li, Ryan Wen Liu, Zhao Liu, Jingxian Liu

Reliable and accurate prediction of time series plays a crucial role in maritime industry, such as economic investment, transportation planning, port planning and design, etc.

Time Series Time Series Prediction