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 176–200 of 572 papers

TitleStatusHype
EMGTFNet: Fuzzy Vision Transformer to decode Upperlimb sEMG signals for Hand Gestures Recognition—0
Emotion Recognition for In-the-wild Videos—0
Encoding Event-Based Gesture Data With a Hybrid SNN Guided Variational Auto-encoder—0
Facial Expression Phoenix (FePh): An Annotated Sequenced Dataset for Facial and Emotion-Specified Expressions in Sign Language—0
Doppler-Radar Based Hand Gesture Recognition System Using Convolutional Neural Networks—0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment—0
Enhancing Hand Palm Motion Gesture Recognition by Eliminating Reference Frame Bias via Frame-Invariant Similarity Measures—0
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN)—0
Audio-Visual Speech and Gesture Recognition by Sensors of Mobile Devices—0
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild—0
Event-based Action Recognition Using Timestamp Image Encoding Network—0
Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilities—0
Event-based Timestamp Image Encoding Network for Human Action Recognition and Anticipation—0
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition—0
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data—0
DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification—0
A Two-stream Neural Network for Pose-based Hand Gesture Recognition—0
Exploiting Recurrent Neural Networks and Leap Motion Controller for Sign Language and Semaphoric Gesture Recognition—0
Exploiting the Logits: Joint Sign Language Recognition and Spell-Correction—0
Exploring the Boundaries of On-Device Inference: When Tiny Falls Short, Go Hierarchical—0
Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs—0
A manifold learning approach for gesture recognition from micro-Doppler radar measurements—0
Extraction Of Cumulative Blobs From Dynamic Gestures—0
FABG : End-to-end Imitation Learning for Embodied Affective Human-Robot Interaction—0
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization—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