SOTAVerified

Gesture Recognition

Gesture Recognition is an active field of research with applications such as automatic recognition of sign language, interaction of humans and robots or for new ways of controlling video games.

Source: Gesture Recognition in RGB Videos Using Human Body Keypoints and Dynamic Time Warping

Papers

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Showing 301–350 of 572 papers

TitleStatusHype
TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography—0
Training LDCRF model on unsegmented sequences using Connectionist Temporal Classification—0
Transfer: Cross Modality Knowledge Transfer using Adversarial Networks -- A Study on Gesture Recognition—0
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks—0
T-WaveNet: Tree-Structured Wavelet Neural Network for Sensor-Based Time Series Analysis—0
Two-stream Fusion Model for Dynamic Hand Gesture Recognition using 3D-CNN and 2D-CNN Optical Flow guided Motion Template—0
UAC: Uncertainty-Aware Calibration of Neural Networks for Gesture Detection—0
UAV (Unmanned Aerial Vehicles): Diverse Applications of UAV Datasets in Segmentation, Classification, Detection, and Tracking—0
Ultra-Range Gesture Recognition using a Web-Camera in Human-Robot Interaction—0
Understanding the hand-gestures using Convolutional Neural Networks and Generative Adversial Networks—0
Understanding WiFi Signal Frequency Features for Position-Independent Gesture Sensing—0
Unimodal and Multimodal Sensor Fusion for Wearable Activity Recognition—0
Unique Class Group Based Multi-Label Balancing Optimizer for Action Unit Detection—0
Unsupervised Domain Adaptation for RF-based Gesture Recognition—0
Unsupervised Domain Adversarial Self-Calibration for Electromyographic-based Gesture Recognition—0
User Localization using RF Sensing: A Performance comparison between LIS and mmWave Radars—0
A Technique for Classifying Static Gestures Using UWB Radar—0
Video-Based Action Recognition Using Rate-Invariant Analysis of Covariance Trajectories—0
Vision-based Engagement Detection in Virtual Reality—0
Vision Transformer with Convolutional Encoder-Decoder for Hand Gesture Recognition using 24 GHz Doppler Radar—0
Visual Hand Gesture Recognition with Deep Learning: A Comprehensive Review of Methods, Datasets, Challenges and Future Research Directions—0
Visual motion analysis of the player's finger—0
ViT-ReT: Vision and Recurrent Transformer Neural Networks for Human Activity Recognition in Videos—0
WaveGlove: Transformer-based hand gesture recognition using multiple inertial sensors—0
Weakly Supervised Recognition of Surgical Gestures—0
What's the point? Frame-wise Pointing Gesture Recognition with Latent-Dynamic Conditional Random Fields—0
Whose hand is this? Person Identification from Egocentric Hand Gestures—0
Wi-Fi Sensing Tool Release: Gathering 802.11ax Channel State Information from a Commercial Wi-Fi Access Point—0
Wi-Fringe: Leveraging Text Semantics in WiFi CSI-Based Device-Free Named Gesture Recognition—0
HAN: An Efficient Hierarchical Self-Attention Network for Skeleton-Based Gesture Recognition—0
Hand1000: Generating Realistic Hands from Text with Only 1,000 Images—0
Hand Gesture Classification Based on Forearm Ultrasound Video Snippets Using 3D Convolutional Neural Networks—0
Hand Gesture Classification on Praxis Dataset: Trading Accuracy for Expense—0
Hand Gesture Recognition Based on a Nonconvex Regularization—0
Hand Gesture Recognition Based on Karhunen-Loeve Transform—0
Hand Gesture Recognition based on Radar Micro-Doppler Signature Envelopes—0
Hand Gesture Recognition for Contactless Device Control in Operating Rooms—0
Hand Gesture Recognition Library—0
Hand Gesture Recognition of Dumb Person Using one Against All Neural Network—0
Hand Gesture Recognition through Reflected Infrared Light Wave Signals—0
Hand gesture recognition using 802.11ad mmWave sensor in the mobile device—0
Hand Gesture Recognition Using Temporal Convolutions and Attention Mechanism—0
Hand Gesture Recognition Using Ultrasonic Waves—0
Hand Gesture Recognition with Leap Motion—0
Hand Gesture Recognition with Two Stage Approach Using Transfer Learning and Deep Ensemble Learning—0
Hand Hygiene Video Classification Based on Deep Learning—0
HANDS18: Methods, Techniques and Applications for Hand Observation—0
Hand Shape and Gesture Recognition using Multiscale Template Matching, Background Subtraction and Binary Image Analysis—0
Hand Sign to Bangla Speech: A Deep Learning in Vision based system for Recognizing Hand Sign Digits and Generating Bangla Speech—0
Hands-on Wireless Sensing with Wi-Fi: A Tutorial—0
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All datasetsDVS128 GestureCapgMyo DB-aCapgMyo DB-bCapgMyo DB-cChaLearn 2013Chalearn 2014ChaLearn 2016GesturePodMontalbanoMSRC-12Ninapro DB-1 12 gesturesNinapro DB-1 8 gestures

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TENNs-PLEIADESAccuracy (%)100—Unverified
2mMND (BPTT)Accuracy (%)98—Unverified
3EGRUAccuracy (%)97.8—Unverified
4AlexNet+LSTMAccuracy (%)97.73—Unverified
5S-TLLRAccuracy (%)97.72—Unverified
6Event-SSMAccuracy (%)97.7—Unverified
7STL-SNNAccuracy (%)97.22—Unverified
8OTTTAccuracy (%)96.88—Unverified
9STS-ResNetAccuracy (%)96.7—Unverified
10mMND (STDP)Accuracy (%)96.6—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy96.8—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy92.08—Unverified
#ModelMetricClaimedVerifiedStatus
13D-CNN + LSTMAccuracy93.2—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy39.95—Unverified
#ModelMetricClaimedVerifiedStatus
1GesturePodReal World Accuracy92—Unverified
#ModelMetricClaimedVerifiedStatus
1Temp Conv + LSTMError rate2.77—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy99.01—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy84.7—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy90.7—Unverified
#ModelMetricClaimedVerifiedStatus
1PointLSTM14 gestures accuracy95.9—Unverified