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 125 of 572 papers

TitleStatusHype
HaGRIDv2: 1M Images for Static and Dynamic Hand Gesture RecognitionCode4
BEAT: A Large-Scale Semantic and Emotional Multi-Modal Dataset for Conversational Gestures SynthesisCode3
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency ConsistencyCode2
AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised LearningCode2
HaGRID - HAnd Gesture Recognition Image DatasetCode2
A Simple Baseline for Efficient Hand Mesh ReconstructionCode2
SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human SensingCode2
Efficient recurrent architectures through activity sparsity and sparse back-propagation through timeCode1
EgoEvGesture: Gesture Recognition Based on Egocentric Event CameraCode1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor dataCode1
Domain Adaptation for sEMG-based Gesture Recognition with Recurrent Neural NetworksCode1
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology ModelingCode1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
EgoHand: Ego-centric Hand Pose Estimation and Gesture Recognition with Head-mounted Millimeter-wave Radar and IMUsCode1
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature ReplayCode1
CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture RecognitionCode1
Data-Free Class-Incremental Hand Gesture RecognitionCode1
A Spatio-Temporal Multilayer Perceptron for Gesture RecognitionCode1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
CASTER: A Computer-Vision-Assisted Wireless Channel Simulator for Gesture RecognitionCode1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesCode1
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese NetworkCode1
Development of a hand pose recognition system on an embedded computer using Artificial IntelligenceCode1
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip DetectionCode1
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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