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 401–450 of 572 papers

TitleStatusHype
M^3T: Multi-Modal Continuous Valence-Arousal Estimation in the WildCode1
Analysing Affective Behavior in the First ABAW 2020 Competition—0
LE-HGR: A Lightweight and Efficient RGB-based Online Gesture Recognition Network for Embedded AR Devices—0
Towards Generalizable Surgical Activity Recognition Using Spatial Temporal Graph Convolutional Networks—0
Res3ATN -- Deep 3D Residual Attention Network for Hand Gesture Recognition in Videos—0
Short-Term Temporal Convolutional Networks for Dynamic Hand Gesture Recognition—0
Unsupervised Domain Adversarial Self-Calibration for Electromyographic-based Gesture Recognition—0
On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture RecognitionCode0
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture RecognitionCode0
Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted FeaturesCode0
MMTM: Multimodal Transfer Module for CNN FusionCode0
A Dynamic Modelling Framework for Human Hand Gesture Task Recognition—0
XceptionTime: A Novel Deep Architecture based on Depthwise Separable Convolutions for Hand Gesture ClassificationCode0
Synthetic Video Generation for Robust Hand Gesture Recognition in Augmented Reality Applications—0
Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods ComparisonCode1
GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users—0
Sensor fusion using EMG and vision for hand gesture classification in mobile applications—0
Contour Sparse Representation with SDD Features for Object Recognition—0
Development of a hand pose recognition system on an embedded computer using Artificial IntelligenceCode1
GLADAS: Gesture Learning for Advanced Driver Assistance Systems—0
On the Pareto Efficiency of Quantized CNN—0
Simultaneous Segmentation and Recognition: Towards more accurate Ego Gesture Recognition—0
A New GNG Graph-Based Hand Gesture Recognition Approach—0
EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks—0
Wi-Fringe: Leveraging Text Semantics in WiFi CSI-Based Device-Free Named Gesture Recognition—0
ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition—0
Using 3D Convolutional Neural Networks to Learn Spatiotemporal Features for Automatic Surgical Gesture Recognition in VideoCode0
Weakly Supervised Recognition of Surgical Gestures—0
Construct Dynamic Graphs for Hand Gesture Recognition via Spatial-Temporal AttentionCode0
Gesture Recognition in RGB Videos UsingHuman Body Keypoints and Dynamic Time WarpingCode0
Towards Real-Time Action Recognition on Mobile Devices Using Deep Models—0
S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images—0
In-memory hyperdimensional computing—0
Improved Optical Flow for Gesture-based Human-robot Interaction—0
Skeleton-Based Hand Gesture Recognition by Learning SPD Matrices with Neural Networks—0
A neural network based on SPD manifold learning for skeleton-based hand gesture recognition—0
GestARLite: An On-Device Pointing Finger Based Gestural Interface for Smartphones and Video See-Through Head-Mounts—0
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation—0
Surgical Gesture Recognition with Optical Flow only—0
Appearance-based Gesture recognition in the compressed domain—0
Human Pose Estimation using Motion Priors and Ensemble Models—0
Spatial-Temporal Attention Res-TCN for Skeleton-Based Dynamic Hand Gesture Recognition—0
Domain Adaptation for sEMG-based Gesture Recognition with Recurrent Neural NetworksCode1
Hand Sign to Bangla Speech: A Deep Learning in Vision based system for Recognizing Hand Sign Digits and Generating Bangla Speech—0
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature FusionCode0
Motion feature augmented network for dynamic hand gesture recognition from skeletal data—0
UAV-GESTURE: A Dataset for UAV Control and Gesture RecognitionCode0
Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing—0
Kinect Sensor Based Gesture Recognition for Surveillance Application—0
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal TrainingCode0
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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