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 251–300 of 572 papers

TitleStatusHype
Boosting Gesture Recognition with an Automatic Gesture Annotation Framework—0
Simultaneous Segmentation and Recognition: Towards more accurate Ego Gesture Recognition—0
Skeleton-Based Hand Gesture Recognition by Learning SPD Matrices with Neural Networks—0
Skeleton-based Hand-Gesture Recognition with Lightweight Graph Convolutional Networks—0
Contour Sparse Representation with SDD Features for Object Recognition—0
SniffyArt: The Dataset of Smelling Persons—0
SocialGesture: Delving into Multi-person Gesture Understanding—0
Spatial Adaptation Layer: Interpretable Domain Adaptation For Biosignal Sensor Array Applications—0
Spatial-Temporal Attention Res-TCN for Skeleton-Based Dynamic Hand Gesture Recognition—0
Spatio-Temporal Covariance Descriptors for Action and Gesture Recognition—0
State of the Art of Audio- and Video-Based Solutions for AAL—0
Static Hand Gesture Recognition for American Sign Language using Neuromorphic Hardware—0
Statistical Analysis of Time-Frequency Features Based On Multivariate Synchrosqueezing Transform for Hand Gesture Classification—0
Statistical and Spatio-temporal Hand Gesture Features for Sign Language Recognition using the Leap Motion Sensor—0
Stream State-tying for Sign Language Recognition—0
Study and Survey on Gesture Recognition Systems—0
SuperResolution Radar Gesture Recognitio—0
Surface EMG-Based Inter-Session/Inter-Subject Gesture Recognition by Leveraging Lightweight All-ConvNet and Transfer Learning—0
Surgical Gesture Recognition Based on Bidirectional Multi-Layer Independently RNN with Explainable Spatial Feature Extraction—0
Surgical Gesture Recognition with Optical Flow only—0
Survey on Hand Gesture Recognition from Visual Input—0
Survey on Various Gesture Recognition Techniques for Interfacing Machines Based on Ambient Intelligence—0
Synthetic Video Generation for Robust Hand Gesture Recognition in Augmented Reality Applications—0
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation—0
Teaching Arm and Head Gestures to a Humanoid Robot through Interactive Demonstration and Spoken Instruction—0
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification—0
Tesla-Rapture: A Lightweight Gesture Recognition System from mmWave Radar Point Clouds—0
The Gesture Authoring Space: Authoring Customised Hand Gestures for Grasping Virtual Objects in Immersive Virtual Environments—0
The Herme Database of Spontaneous Multimodal Human-Robot Dialogues—0
TheRuSLan: Database of Russian Sign Language—0
Time Frequency Analysis of EMG Signal for Gesture Recognition using Fine grained Features—0
Towards Battery-Free Wireless Sensing via Radio-Frequency Energy Harvesting—0
Towards Efficient Coarse-to-Fine Networks for Action and Gesture Recognition—0
Towards Generalizable Surgical Activity Recognition Using Spatial Temporal Graph Convolutional Networks—0
Towards Open-set Gesture Recognition via Feature Activation Enhancement and Orthogonal Prototype Learning—0
Towards Open-World Gesture Recognition—0
Towards Real-Time Action Recognition on Mobile Devices Using Deep Models—0
Towards Robust and Interpretable EMG-based Hand Gesture Recognition using Deep Metric Meta Learning—0
Towards Scalable Handwriting Communication via EEG Decoding and Latent Embedding Integration—0
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
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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