Search Results for author: Md. Rabiul Islam

Found 4 papers, 0 papers with code

Surface EMG-Based Inter-Session/Inter-Subject Gesture Recognition by Leveraging Lightweight All-ConvNet and Transfer Learning

no code implementations13 May 2023 Md. Rabiul Islam, Daniel Massicotte, Philippe Y. Massicotte, Wei-Ping Zhu

The existing approaches employed very large and complex deep ConvNet or 2SRNN-based domain adaptation methods to approximate the distribution shift caused by these inter-session and inter-subject data variability.

Domain Adaptation Gesture Recognition +1

Human Gait Analysis using Gait Energy Image

no code implementations17 Mar 2022 Sagor Chandro Bakchy, Md. Rabiul Islam, M. Rasel Mahmud, Faisal Imran

We use GEI which gives relatively all information about all the frames in the cycle and results in better performance than other feature of gait analysis.

Gait Identification Gait Recognition

S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images

no code implementations8 Jun 2019 Md. Rabiul Islam, Daniel Massicotte, Francois Nougarou, Philippe Massicotte, Wei-Ping Zhu

Without using any pre-trained models, our proposed S-ConvNet and All-ConvNet demonstrate very competitive recognition accuracy to the more complex state of the art for neuromuscular activity recognition based on instantaneous HD-sEMG images, while using a ~ 12 x smaller dataset and reducing learning parameters to a large extent.

Efficient Neural Network Gesture Recognition +1

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