About

Benchmarks

TREND DATASET BEST METHOD PAPER TITLE PAPER CODE COMPARE

Subtasks

Datasets

Greatest papers with code

Real-time Hand Gesture Detection and Classification Using Convolutional Neural Networks

29 Jan 2019ahmetgunduz/Real-time-GesRec

We evaluate our architecture on two publicly available datasets - EgoGesture and NVIDIA Dynamic Hand Gesture Datasets - which require temporal detection and classification of the performed hand gestures.

ACTION RECOGNITION HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION HIERARCHICAL STRUCTURE

First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations

CVPR 2018 guiggh/hand_pose_action

Our dataset and experiments can be of interest to communities of 3D hand pose estimation, 6D object pose, and robotics as well as action recognition.

3D HAND POSE ESTIMATION ACTION RECOGNITION EGOCENTRIC ACTIVITY RECOGNITION HAND GESTURE RECOGNITION

Make Skeleton-based Action Recognition Model Smaller, Faster and Better

arXiv 2019 fandulu/DD-Net

Although skeleton-based action recognition has achieved great success in recent years, most of the existing methods may suffer from a large model size and slow execution speed.

ACTION RECOGNITION SKELETON BASED ACTION RECOGNITION

Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison

24 Oct 2019dxli94/WLASL

Based on this new large-scale dataset, we are able to experiment with several deep learning methods for word-level sign recognition and evaluate their performances in large scale scenarios.

ACTION CLASSIFICATION HAND GESTURE RECOGNITION SIGN LANGUAGE RECOGNITION SIGN LANGUAGE TRANSLATION

A Unified Learning Approach for Hand Gesture Recognition and Fingertip Detection

6 Jan 2021MahmudulAlam/Unified-Gesture-and-Fingertip-Detection

The proposed algorithm uses a single network to predict the probabilities of finger class and positions of fingertips in one forward propagation of the network.

HAND GESTURE RECOGNITION

An Efficient PointLSTM for Point Clouds Based Gesture Recognition

CVPR 2020 Blueprintf/pointlstm-gesture-recognition-pytorch

The proposed PointLSTM combines state information from neighboring points in the past with current features to update the current states by a weight-shared LSTM layer.

HAND GESTURE RECOGNITION

Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion

15 Jan 2019Ha0Tang/HandGestureRecognition

Gesture recognition is a hot topic in computer vision and pattern recognition, which plays a vitally important role in natural human-computer interface.

HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION

MMTM: Multimodal Transfer Module for CNN Fusion

CVPR 2020 haamoon/mmtm

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 HAND GESTURE RECOGNITION HAND-GESTURE RECOGNITION SPEECH ENHANCEMENT

Construct Dynamic Graphs for Hand Gesture Recognition via Spatial-Temporal Attention

20 Jul 2019yuxiaochen1103/DG-STA

We propose a Dynamic Graph-Based Spatial-Temporal Attention (DG-STA) method for hand gesture recognition.

HAND-GESTURE RECOGNITION SKELETON BASED ACTION RECOGNITION