Jarosław Kobiela - Publications - Bridge of Knowledge

Jarosław Kobiela

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sign language, convolutional neural network (cnn), quantization aware training (qat), layer decomposition, knowledge distillation

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Year 2024

Sign Language Recognition Using Convolution Neural Networks
Publication
- Year 2024
The objective of this work was to provide an app that can automatically recognize hand gestures from the American Sign Language (ASL) on mobile devices. The app employs a model based on Convolutional Neural Network (CNN) for gesture classification. Various CNN architectures and optimization strategies suitable for devices with limited resources were examined. InceptionV3 and VGG-19 models exhibited negligibly higher accuracy than...

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