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Hand-Gesture Recognition

8 papers with code · Computer Vision
Subtask of Hand · Gesture Recognition

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LE-HGR: A Lightweight and Efficient RGB-based Online Gesture Recognition Network for Embedded AR Devices

16 Jan 2020

Finally, we provide a variety of experimental results to show that the proposed framework is able to achieve state-of-the-art accuracy with significantly reduced computational cost, which are the key properties for enabling real-time applications in low-cost commercial devices such as mobile devices and AR/VR headsets.

3D PART SEGMENTATION HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION

Res3ATN -- Deep 3D Residual Attention Network for Hand Gesture Recognition in Videos

4 Jan 2020

Based on the stacked multiple attention blocks, we build a 3D network which generates different features at each attention block.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION

Short-Term Temporal Convolutional Networks for Dynamic Hand Gesture Recognition

31 Dec 2019

Subsequently, in temporal analysis, we use TCNs to extract temporal features and employ improved Squeeze-and-Excitation Networks (SENets) to strengthen the representational power of temporal features from each TCNs' layers.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION

MMTM: Multimodal Transfer Module for CNN Fusion

20 Nov 2019

In late fusion, each modality is processed in a separate unimodal Convolutional Neural Network (CNN) stream and the scores of each modality are fused at the end.

ACTION RECOGNITION IN VIDEOS HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION SPEECH ENHANCEMENT

Synthetic Video Generation for Robust Hand Gesture Recognition in Augmented Reality Applications

4 Nov 2019

The goal of this work is to introduce a framework capable of generating photo-realistic videos that have labelled hand bounding box and fingertip that can help in designing, training, and benchmarking models for hand-gesture recognition in AR/VR applications.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION VIDEO GENERATION

Sensor fusion using EMG and vision for hand gesture classification in mobile applications

19 Oct 2019

The discrimination of human gestures using wearable solutions is extremely important as a supporting technique for assisted living, healthcare of the elderly and neurorehabilitation.

CALIBRATION ELECTROMYOGRAPHY (EMG) HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION SENSOR FUSION

GLADAS: Gesture Learning for Advanced Driver Assistance Systems

2 Oct 2019

To the best of our knowledge, GLADAS is the first system of its kind designed to provide an infrastructure for further research into human-AV interaction.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION SELF-DRIVING CARS

A New GNG Graph-Based Hand Gesture Recognition Approach

8 Sep 2019

In this paper, we present a new hand gesture recognition approach called GNG-IEMD.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION

Towards Real-Time Action Recognition on Mobile Devices Using Deep Models

17 Jun 2019

We show that pre-trained weights on ImageNet improve the accuracy under the real-time action recognition setting.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION