Unified learning approach for egocentric hand gesture recognition and fingertip detection (2021-01-06T00:00:00.000000Z)

TL;DR

Experimental results show that the proposed method outperforms the existing fingertip detection approaches including the Direct Regression and the Heatmap-based framework.

Authors

Mohammad Mahmudul Alam

3 papers

M. Islam

3 papers

S. Rahman

1 papers

TL;DR

Authors

References30 items

Hand pose estimation in object-interaction based on deep learning for virtual reality applications

Analysis of the Hands in Egocentric Vision: A Survey

Fingertips Detection in Egocentric Video Frames using Deep Neural Networks

AirPen: A Touchless Fingertip Based Gestural Interface for Smartphones and Head-Mounted Devices

Faster R-CNN with Inception V2 for Fingertip Detection in Homogenous Background Image

Hand Segmentation and Fingertip Tracking from Depth Camera Images Using Deep Convolutional Neural Network and Multi-task SegNet

Convolutional Neural Networks and Long Short-Term Memory for skeleton-based human activity and hand gesture recognition

MobileNetV2: Inverted Residuals and Linear Bottlenecks

YOLSE: Egocentric Fingertip Detection from Single RGB Images

A method for fingertips detection using RGB-D image and convolution neural network

A Real-time Hand Gesture Recognition and Human-Computer Interaction System

Gesture recognition and finger tip detection for human computer interaction

YOLO9000: Better, Faster, Stronger

Fingertips detection and hand gesture recognition based on discrete curve evolution with a kinect sensor

Hand action detection from ego-centric depth sequences with error-correcting Hough transform

A Pointing Gesture Based Egocentric Interaction System: Dataset, Approach and Application

Deep Hand: How to Train a CNN on 1 Million Hand Images When Your Data is Continuous and Weakly Labelled

Trajectory aligned features for first person action recognition

Fingertip in the Eye: A cascaded CNN pipeline for the real-time fingertip detection in egocentric videos

DeepFinger: A Cascade Convolutional Neuron Network Approach to Finger Key Point Detection in Egocentric Vision with Mobile Camera

Rule of thumb: Deep derotation for improved fingertip detection

Real time finger tracking and contour detection for gesture recognition using OpenCV

Adam: A Method for Stochastic Optimization

Static hand gesture recognition using discriminative 2D Zernike moments

Very Deep Convolutional Networks for Large-Scale Image Recognition

Human hand gesture recognition using a convolution neural network

Hand Gesture Recognition Based on Fingertip Detection

Robust Part-Based Hand Gesture Recognition Using Kinect Sensor

Vision‐Based Finger Action Recognition by Angle Detection and Contour Analysis

A ﬃ ne transformation of virtual 3D object using 2D localization of ﬁngertips

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