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

Showing 426450 of 572 papers

TitleStatusHype
ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition0
Using 3D Convolutional Neural Networks to Learn Spatiotemporal Features for Automatic Surgical Gesture Recognition in VideoCode0
Weakly Supervised Recognition of Surgical Gestures0
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 Models0
S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images0
In-memory hyperdimensional computing0
Improved Optical Flow for Gesture-based Human-robot Interaction0
Skeleton-Based Hand Gesture Recognition by Learning SPD Matrices with Neural Networks0
A neural network based on SPD manifold learning for skeleton-based hand gesture recognition0
GestARLite: An On-Device Pointing Finger Based Gestural Interface for Smartphones and Video See-Through Head-Mounts0
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation0
Surgical Gesture Recognition with Optical Flow only0
Appearance-based Gesture recognition in the compressed domain0
Human Pose Estimation using Motion Priors and Ensemble Models0
Spatial-Temporal Attention Res-TCN for Skeleton-Based Dynamic Hand Gesture Recognition0
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 Speech0
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 data0
UAV-GESTURE: A Dataset for UAV Control and Gesture RecognitionCode0
Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing0
Kinect Sensor Based Gesture Recognition for Surveillance Application0
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal TrainingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TENNs-PLEIADESAccuracy (%)100Unverified
2mMND (BPTT)Accuracy (%)98Unverified
3EGRUAccuracy (%)97.8Unverified
4AlexNet+LSTMAccuracy (%)97.73Unverified
5S-TLLRAccuracy (%)97.72Unverified
6Event-SSMAccuracy (%)97.7Unverified
7STL-SNNAccuracy (%)97.22Unverified
8OTTTAccuracy (%)96.88Unverified
9STS-ResNetAccuracy (%)96.7Unverified
10mMND (STDP)Accuracy (%)96.6Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy96.8Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy92.08Unverified
#ModelMetricClaimedVerifiedStatus
13D-CNN + LSTMAccuracy93.2Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy39.95Unverified
#ModelMetricClaimedVerifiedStatus
1GesturePodReal World Accuracy92Unverified
#ModelMetricClaimedVerifiedStatus
1Temp Conv + LSTMError rate2.77Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy99.01Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy84.7Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy90.7Unverified
#ModelMetricClaimedVerifiedStatus
1PointLSTM14 gestures accuracy95.9Unverified