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 501525 of 572 papers

TitleStatusHype
Using 3D Convolutional Neural Networks to Learn Spatiotemporal Features for Automatic Surgical Gesture Recognition in VideoCode0
Using Deep Convolutional Networks for Gesture Recognition in American Sign LanguageCode0
Symmetric Dilated Convolution for Surgical Gesture RecognitionCode0
SGED: A Benchmark dataset for Performance Evaluation of Spiking Gesture Emotion RecognitionCode0
x-RAGE: eXtended Reality -- Action & Gesture Events DatasetCode0
Delayed Memory Unit: Modelling Temporal Dependency Through Delay GateCode0
SynthoGestures: A Novel Framework for Synthetic Dynamic Hand Gesture Generation for Driving ScenariosCode0
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature FusionCode0
Rank Pooling for Action RecognitionCode0
MMTM: Multimodal Transfer Module for CNN FusionCode0
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural NetworksCode0
You Can Wash Hands Better: Accurate Daily Handwashing Assessment with a SmartwatchCode0
Cloud Dictionary: Sparse Coding and Modeling for Point CloudsCode0
Temporal Binary Representation for Event-Based Action RecognitionCode0
Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in VideoCode0
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture RecognitionCode0
Deep self-supervised learning with visualisation for automatic gesture recognitionCode0
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture RecognitionCode0
A Generic Multi-modal Dynamic Gesture Recognition System using Machine LearningCode0
Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer ModuleCode0
Zero-shot Prompt-based Video Encoder for Surgical Gesture RecognitionCode0
HGR-Net: A Fusion Network for Hand Gesture Segmentation and RecognitionCode0
BdSLW60: A Word-Level Bangla Sign Language DatasetCode0
UAV-GESTURE: A Dataset for UAV Control and Gesture RecognitionCode0
SLRNet: A Real-Time LSTM-Based Sign Language Recognition SystemCode0
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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