no code implementations • 24 Sep 2024 • Keshav Bimbraw, Ankit Talele, Haichong K. Zhang
This study uses 3D CNN based techniques to capture spatio-temporal patterns within ultrasound video segments for gesture recognition.
no code implementations • 24 Sep 2024 • Keshav Bimbraw, Jack Rothenberg, Haichong K. Zhang
Ultrasound data was acquired for 5 hand gestures within a session (without removing and putting the probe back on) and across sessions.
no code implementations • 16 Sep 2024 • Keshav Bimbraw, Haichong K. Zhang, Bashima Islam
To bridge this gap, this paper explores the deployment of deep neural networks for forearm ultrasound-based hand gesture recognition on edge devices.
1 code implementation • 10 Sep 2024 • Fangzhou Lin, Haotian Liu, Haoying Zhou, Songlin Hou, Kazunori D Yamada, Gregory S. Fischer, Yanhua Li, Haichong K. Zhang, Ziming Zhang
To this end, we propose a search scheme, {\em Loss Distillation via Gradient Matching}, to find good candidate loss functions by mimicking the learning behavior in backpropagation between HyperCD and weighted CD.
no code implementations • 29 Nov 2022 • Keshav Bimbraw, Christopher J. Nycz, Matt Schueler, Ziming Zhang, Haichong K. Zhang
Hand configuration classification and MCP joint angle detection is important for a comprehensive reconstruction of hand motion.
no code implementations • 13 Dec 2021 • Yichuan Tang, Ryosuke Tsumura, Jakub T. Kaminski, Haichong K. Zhang
Results of point targets suggested improved image quality on the elevation plane, and results of cysts targets demonstrated a potential to improve 3D visualization of human anatomy.
1 code implementation • 23 Oct 2020 • Ryosuke Tsumura, John W. Hardin, Keshav Bimbraw, Olushola S. Odusanya, Yihao Zheng, Jeffrey C. Hill, Beatrice Hoffmann, Winston Soboyejo, Haichong K. Zhang
Novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has become a pandemic of epic proportions and a global response to prepare health systems worldwide is of utmost importance.