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 201–250 of 572 papers

TitleStatusHype
Extraction Of Cumulative Blobs From Dynamic Gestures—0
Extension of hidden markov model for recognizing large vocabulary of sign language—0
Fast Gesture Recognition with Multiple Stream Discrete HMMs on 3D Skeletons—0
Fast Monocular Hand Pose Estimation on Embedded Systems—0
Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs—0
Feasibility of Principal Component Analysis in hand gesture recognition system—0
Feature selection for gesture recognition in Internet-of-Things for healthcare—0
Facial Expression Phoenix (FePh): An Annotated Sequenced Dataset for Facial and Emotion-Specified Expressions in Sign Language—0
FERA 2017 - Addressing Head Pose in the Third Facial Expression Recognition and Analysis Challenge—0
Exploring the Boundaries of On-Device Inference: When Tiny Falls Short, Go Hierarchical—0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis—0
An Evaluation Framework for Multimodal Interaction—0
Exploiting the Logits: Joint Sign Language Recognition and Spell-Correction—0
FoodTrack: Estimating Handheld Food Portions with Egocentric Video—0
Exploiting Recurrent Neural Networks and Leap Motion Controller for Sign Language and Semaphoric Gesture Recognition—0
CNN+RNN Depth and Skeleton based Dynamic Hand Gesture Recognition—0
FORS-EMG: A Novel sEMG Dataset for Hand Gesture Recognition Across Multiple Forearm Orientations—0
From Unimodal to Multimodal: improving sEMG-Based Pattern Recognition via deep generative models—0
FS-HGR: Few-shot Learning for Hand Gesture Recognition via ElectroMyography—0
EvHandPose: Event-based 3D Hand Pose Estimation with Sparse Supervision—0
A neural network based on SPD manifold learning for skeleton-based hand gesture recognition—0
G3R: Generating Rich and Fine-grained mmWave Radar Data from 2D Videos for Generalized Gesture Recognition—0
A Dynamic Modelling Framework for Human Hand Gesture Task Recognition—0
A Critical Analysis on Machine Learning Techniques for Video-based Human Activity Recognition of Surveillance Systems: A Review—0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition—0
Dynamic Gesture Recognition in Ultra-Range Distance for Effective Human-Robot Interaction—0
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data—0
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition—0
Classifying and Visualizing Motion Capture Sequences using Deep Neural Networks—0
Gesture Recognition based on Long-Short Term Memory Cells using Smartphone IMUs—0
Gesture Recognition: Focus on the Hands—0
Gesture Recognition for FMCW Radar on the Edge—0
Event-based Timestamp Image Encoding Network for Human Action Recognition and Anticipation—0
Gesture Recognition from Skeleton Data for Intuitive Human-Machine Interaction—0
Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilities—0
Gesture Recognition in Robotic Surgery: a Review—0
Gesture Recognition Portfolios for Personalization—0
Gesture Recognition using Reflected Visible and Infrared Light Wave Signals—0
ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition—0
Gesture Recognition with a Focus on Important Actions by Using a Path Searching Method in Weighted Graph—0
An Ensemble of Knowledge Sharing Models for Dynamic Hand Gesture Recognition—0
Gesture Recognition with Keypoint and Radar Stream Fusion for Automated Vehicles—0
Gesture Recognition with mmWave Wi-Fi Access Points: Lessons Learned—0
Encoding Event-Based Data With a Hybrid SNN Guided Variational Auto-encoder in Neuromorphic Hardware—0
GLADAS: Gesture Learning for Advanced Driver Assistance Systems—0
Grassmannian Discriminant Maps (GDM) for Manifold Dimensionality Reduction with Application to Image Set Classification—0
Event-based Action Recognition Using Timestamp Image Encoding Network—0
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild—0
ChaLearn Looking at People: A Review of Events and Resources—0
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN)—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