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
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology ModelingCode1
EgoEvGesture: Gesture Recognition Based on Egocentric Event CameraCode1
Recognizing Families In the Wild: White Paper for the 4th Edition Data ChallengeCode1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
GRLib: An Open-Source Hand Gesture Detection and Recognition Python LibraryCode1
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning ModelsCode1
A Spatio-Temporal Multilayer Perceptron for Gesture RecognitionCode1
Fine-tuning of sign language recognition models: a technical reportCode1
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip DetectionCode1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor dataCode1
GestFormer: Multiscale Wavelet Pooling Transformer Network for Dynamic Hand Gesture RecognitionCode1
Event Transformer. A sparse-aware solution for efficient event data processingCode1
CASTER: A Computer-Vision-Assisted Wireless Channel Simulator for Gesture RecognitionCode1
IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture RecognitionCode1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesCode1
An Efficient PointLSTM for Point Clouds Based Gesture RecognitionCode1
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic ProcessorCode1
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature ReplayCode1
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese NetworkCode1
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture RecognitionCode1
Domain Adaptation for sEMG-based Gesture Recognition with Recurrent Neural NetworksCode1
Online Training Through Time for Spiking Neural NetworksCode1
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological PretrainingCode1
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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