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

Showing 2650 of 572 papers

TitleStatusHype
Data-Free Class-Incremental Hand Gesture RecognitionCode1
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning ModelsCode1
Transformer-based Hand Gesture Recognition via High-Density EMG Signals: From Instantaneous Recognition to Fusion of Motor Unit Spike TrainsCode1
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural NetworksCode1
Online Training Through Time for Spiking Neural NetworksCode1
Efficient recurrent architectures through activity sparsity and sparse back-propagation through timeCode1
A Spatio-Temporal Multilayer Perceptron for Gesture RecognitionCode1
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological PretrainingCode1
Event Transformer. A sparse-aware solution for efficient event data processingCode1
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
ViT-HGR: Vision Transformer-based Hand Gesture Recognition from High Density Surface EMG SignalsCode1
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture RecognitionCode1
LD-ConGR: A Large RGB-D Video Dataset for Long-Distance Continuous Gesture RecognitionCode1
WiFi-based Multi-task SensingCode1
Towards Domain-Independent and Real-Time Gesture Recognition Using mmWave SignalCode1
The 5th Recognizing Families in the Wild Data Challenge: Predicting Kinship from FacesCode1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture RecognitionCode1
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture RecognitionCode1
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip DetectionCode1
Searching Multi-Rate and Multi-Modal Temporal Enhanced Networks for Gesture RecognitionCode1
Weight Excitation: Built-in Attention Mechanisms in Convolutional Neural NetworksCode1
Traffic Control Gesture Recognition for Autonomous VehiclesCode1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor dataCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TENNs-PLEIADESAccuracy (%)100Unverified
2mMND (BPTT)Accuracy (%)98Unverified
3EGRUAccuracy (%)97.8Unverified
4AlexNet+LSTMAccuracy (%)97.73Unverified
5S-TLLRAccuracy (%)97.72Unverified
6Event-SSMAccuracy (%)97.7Unverified
7STL-SNNAccuracy (%)97.22Unverified
8OTTTAccuracy (%)96.88Unverified
9STS-ResNetAccuracy (%)96.7Unverified
10mMND (STDP)Accuracy (%)96.6Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy96.8Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy92.08Unverified
#ModelMetricClaimedVerifiedStatus
13D-CNN + LSTMAccuracy93.2Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy39.95Unverified
#ModelMetricClaimedVerifiedStatus
1GesturePodReal World Accuracy92Unverified
#ModelMetricClaimedVerifiedStatus
1Temp Conv + LSTMError rate2.77Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy99.01Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy84.7Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy90.7Unverified
#ModelMetricClaimedVerifiedStatus
1PointLSTM14 gestures accuracy95.9Unverified