Farthest Streamline Sampling for the Uniform Distribution of Forearm Muscle Fiber Tracts from Diffusion Tensor Imaging

no code implementations • 24 Jun 2023 • Yang Li, Shihan Ma, Jiamin Zhao, Qing Li, Xinjun Sheng

FSS reduced the sampling of long tracts (10% reduction in fiber length, P<0. 05), and the architectural parameters were within physiological ranges (two parameters with P<0. 05).

Image-Based Vehicle Classification by Synergizing Features from Supervised and Self-Supervised Learning Paradigms

no code implementations • 1 Feb 2023 • Shihan Ma, Jidong J. Yang

Particularly, a random wheel masking strategy was utilized to finetune the previously learned representations in harmony with the wheel positional features during the training of the classifier.

Classification Image Classification +2

Conditional Generative Models for Simulation of EMG During Naturalistic Movements

1 code implementation • 3 Nov 2022 • Shihan Ma, Alexander Kenneth Clarke, Kostiantyn Maksymenko, Samuel Deslauriers-Gauthier, Xinjun Sheng, Xiangyang Zhu, Dario Farina

As a solution to this problem, we propose a transfer learning approach, in which a conditional generative model is trained to mimic the output of an advanced numerical model.

Data Augmentation Transfer Learning