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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 401–425 of 572 papers

TitleStatusHype
Gesture recognition with 60GHz 802.11 waveforms—0
Automatic Gesture Recognition in Robot-assisted Surgery with Reinforcement Learning and Tree Search—0
A Probabilistic Modeling Approach to One-Shot Gesture Recognition—0
Emotion Recognition for In-the-wild Videos—0
Multi-Label Class Balancing Algorithm for Action Unit Detection—0
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
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
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
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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