High-Accuracy Phase Unwrapping Based on Binarized Wrap Count

Huazhen Liu, Rongjun Shao, Yuan Qu, Chunxu Ding, Hengyu Lian, Siqi Wu, Jiamiao Yang*

• Spatial Phase Unwrapping
• Structured Light Imaging

Optics Express, Published DOI

UMSPU: Universal Multi-Size Phase Unwrapping via Mutual Self-Distillation and Adaptive Boosting Ensemble Segmenters

Litong Du, Huazhen Liu, Yijia Zhang, ShuXin Liu, Yuan Qu, Zenghui Zhang, and Jiamiao Yang*

• Spatial Phase Unwrapping
• Deep Learning
• Real-time performance

IEEE Transactions on Circuits and Systems for Video Technology, Submitted DOI

Motion-induced phase shift for dynamic structured light measurement

Li Kang, Huazhen Liu, Yijia Zhang, Jiamiao Yang, Hsiang-Chen Chui

• Single Projection
• Structured Light Imaging
• Eliminating Harmonic Influence

Optics Letters, Published DOI

Large field of view Shack-Hartmann wavefront sensor based on high-density lens transfer function retrieval

Siqi Wu, Qiaozhi He, Jichong Zhou, Shuxin Liu, Huazhen Liu, Jiamiao Yang*

• Shack-Hartmann Wavefront Sensor
• Lens Distortion Isolation
• Field-of-view Expansion

Optics Letters, Published DOI

PreCM: The Padding-based Rotation Equivariant Convolution Mode for Semantic Segmentation

Xinyu Xu, Huazhen Liu, Tao Zhang*, Huilin Xiong, Wenxian Yu

• Rotation Equivariance in Neural Network
• Group Theory for Describing Neural Network

IEEE Transactions on Image Processing, in Peer Review Arxiv

Rotation Perturbation Robustness in Point Cloud Analysis: A Perspective of Manifold Distillation

Xinyu Xu, Huazhen Liu, Tao Zhang*, Feiming Wei, Huilin Xiong, Wenxian Yu

• Online Distillation
• Anti-vibration

IEEE Transactions on Circuits and Systems for Video Technology, in Peer Review Arxiv

High frame-rate reconfigurable diffractive neural network based on superpixels

Yuan Qu, Hengyu Lian, Chunxu Ding, Huazhen Liu, Linxian Liu, Jiamiao Yang*

• Diffractive Neural Network
• Digit classification
• Real-time optical information processing

Optics Letters, Published DOI

An Information-Expanding Network for Water Body Extraction Based on U-Net

Xinyu Xu, Tao Zhang*，Huazhen Liu，Weiwei Guo, Zenghui Zhang

• Water Body Extraction
• Ensemble BatchNorm

IEEE Geoscience and Remote Sensing Letters, Published DOI

Water Body Detection Based On An Improved U-Net

Xinyu Xu†, Huazhen Liu†, Tao Zhang*, Zenghui Zhang, Weiwei Guo

• Water Body Extraction
• Rotation Equivarience

IEEE International Geoscience and Remote Sensing Symposium, Published DOI

Deep Learning–Based Facial and Skeletal Transformations for Surgical Planning

J. Bao, X. Zhang, S. Xiang, H. Liu, M. Cheng, Y. Yang, X. Huang, W. Xiang, W. Cui, H.C. Lai, S. Huang, Y. Wang, D. Qian, and H. Yu

• Facial and Skeletal Transformations
• Facial Prediction

Journal of Dental Research, Published DOI

Development and validation of a novel deep ensemble learning-based fully automatic multi-structure segmentation framework for craniomaxillofacial surgery

Jiahao Bao, Zongcai Tan, Yifeng Sun, Xinyu Xu, Huazhen Liu, Weiyi Cui, Yang Yang, Mengjia Cheng, Yiming Wang, Congshuang Ku, Yuen Ka Ho, Jiayi Zhu, Linfeng Fan, Dahong Qian, Shunyao Shen, Yaofeng Wen, Hongbo Yu*

• Cranial bone segmentation
• Fine tooth segmentation
• Ensemble Learning

International Journal of Surgery, in Peer Review