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 151–200 of 572 papers

TitleStatusHype
From Unimodal to Multimodal: improving sEMG-Based Pattern Recognition via deep generative models—0
G3R: Generating Rich and Fine-grained mmWave Radar Data from 2D Videos for Generalized Gesture Recognition—0
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation—0
Dynamic Hand Gesture Recognition for Wearable Devices with Low Complexity Recurrent Neural Networks—0
Automatic Gesture Recognition in Robot-assisted Surgery with Reinforcement Learning and Tree Search—0
Dynamic Hand Gesture-Featured Human Motor Adaptation in Tool Delivery using Voice Recognition—0
Dynamic Gesture Recognition—0
Automated Patient Positioning with Learned 3D Hand Gestures—0
Dynamic Reconfiguration of Mission Parameters in Underwater Human-Robot Collaboration—0
Ecological Gestures for HRI: the GEE Corpus—0
Edge Training and Inference with Analog ReRAM Technology for Hand Gesture Recognition—0
A Diffusion-based Data Generator for Training Object Recognition Models in Ultra-Range Distance—0
A Multi-label Classification Approach to Increase Expressivity of EMG-based Gesture Recognition—0
Efficient Gesture Recognition on Spiking Convolutional Networks Through Sensor Fusion of Event-Based and Depth Data—0
Egocentric Gesture Recognition for Head-Mounted AR devices—0
Egocentric Gesture Recognition Using Recurrent 3D Convolutional Neural Networks With Spatiotemporal Transformer Modules—0
Egocentric Hand Detection Via Dynamic Region Growing—0
A Methodological and Structural Review of Hand Gesture Recognition Across Diverse Data Modalities—0
A Deep Learning Sequential Decoder for Transient High-Density Electromyography in Hand Gesture Recognition Using Subject-Embedded Transfer Learning—0
Down-Sampling coupled to Elastic Kernel Machines for Efficient Recognition of Isolated Gestures—0
EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks—0
Electromyography-Based Gesture Recognition: Hierarchical Feature Extraction for Enhanced Spatial-Temporal Dynamics—0
EMG-Based Hand Gesture Recognition through Diverse Domain Feature Enhancement and Machine Learning-Based Approach—0
EMG Signal Classification Using Reflection Coefficients and Extreme Value Machine—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
Emotion Recognition for In-the-wild Videos—0
Encoding Event-Based Gesture Data With a Hybrid SNN Guided Variational Auto-encoder—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
Audio-Visual Speech and Gesture Recognition by Sensors of Mobile Devices—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
DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification—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
A Two-stream Neural Network for Pose-based Hand Gesture Recognition—0
EvHandPose: Event-based 3D Hand Pose Estimation with Sparse Supervision—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