SOTAVerified

Sign Language Recognition

Sign Language Recognition is a computer vision and natural language processing task that involves automatically recognizing and translating sign language gestures into written or spoken language. The goal of sign language recognition is to develop algorithms that can understand and interpret sign language, enabling people who use sign language as their primary mode of communication to communicate more easily with non-signers.

( Image credit: Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison )

Papers

Showing 151200 of 297 papers

TitleStatusHype
StepNet: Spatial-temporal Part-aware Network for Isolated Sign Language Recognition0
A Classification Model Utilizing Facial Landmark Tracking to Determine Sentence Types for American Sign Language Recognition0
Sentence-Level Sign Language Recognition Framework0
Deep Radial Embedding for Visual Sequence Learning0
Temporal superimposed crossover module for effective continuous sign language0
Two-Stream Network for Sign Language Recognition and Translation0
Signing Outside the Studio: Benchmarking Background Robustness for Continuous Sign Language RecognitionCode0
ArabSign: A Multi-modality Dataset and Benchmark for Continuous Arabic Sign Language RecognitionCode0
Hierarchical I3D for Sign Spotting0
Combining Efficient and Precise Sign Language Recognition: Good pose estimation library is all you need0
An Efficient Two-Stream Network for Isolated Sign Language Recognition Using Accumulative Video MotionCode0
Topic Detection in Continuous Sign Language VideosCode0
ASL-Homework-RGBD Dataset: An annotated dataset of 45 fluent and non-fluent signers performing American Sign Language homeworks0
One Model is Not Enough: Ensembles for Isolated Sign Language Recognition0
Continuous Sign Language Recognition via Temporal Super-Resolution Network0
Spatial Attention-Based 3D Graph Convolutional Neural Network for Sign Language Recognition0
Improving Signer Independent Sign Language Recognition for Low Resource Languages0
Greek Sign Language Recognition for the SL-ReDu Learning Platform0
PeruSIL: A Framework to Build a Continuous Peruvian Sign Language Interpretation Dataset0
Challenges with Sign Language Datasets for Sign Language Recognition and Translation0
Keypoint based Sign Language Translation without Glosses0
Multi-View Spatial-Temporal Network for Continuous Sign Language Recognition0
A Token-level Contrastive Framework for Sign Language TranslationCode0
Multi-scale temporal network for continuous sign language recognition0
A Comprehensive Review of Sign Language Recognition: Different Types, Modalities, and Datasets0
A Transformer-Based Contrastive Learning Approach for Few-Shot Sign Language Recognition0
Word separation in continuous sign language using isolated signs and post-processing0
Gesture based Arabic Sign Language Recognition for Impaired People based on Convolution Neural Network0
Bangla sign digits recognition using depth information0
Statistical and Spatio-temporal Hand Gesture Features for Sign Language Recognition using the Leap Motion Sensor0
ASL Video Corpora & Sign Bank: Resources Available through the American Sign Language Linguistic Research Project (ASLLRP)0
Towards Zero-shot Sign Language Recognition0
ASL-Skeleton3D and ASL-Phono: Two Novel Datasets for the American Sign Language0
All You Need In Sign Language Production0
Sign Language Recognition System using TensorFlow Object Detection API0
Enhanced dynamic sign language recognition using slowfast networks0
End-To-End Sign Language Translation via Multitask Learning0
ASL Trigger Recognition in Mixed Activity/Signing Sequences for RF Sensor-Based User InterfacesCode0
Latent Cognizance: What Machine Really Learns0
Using Motion History Images with 3D Convolutional Networks in Isolated Sign Language Recognition0
SignBERT: Pre-Training of Hand-Model-Aware Representation for Sign Language Recognition0
Multi-Modal Zero-Shot Sign Language Recognition0
ZS-SLR: Zero-Shot Sign Language Recognition from RGB-D Videos0
Egyptian Sign Language Recognition Using CNN and LSTM0
Multi-Scale Local-Temporal Similarity Fusion for Continuous Sign Language Recognition0
PiSLTRc: Position-informed Sign Language Transformer with Content-aware Convolution0
Bangla sign language recognition using concatenated BdSL network0
LSFB-CONT and LSFB-ISOL: Two New Datasets for Vision-Based Sign Language RecognitionCode0
Word-level Sign Language Recognition with Multi-stream Neural Networks Focusing on Local Regions and Skeletal Information0
Towards data-driven sign language interpreting virtual assistant0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SubUNetsWord Error Rate (WER)40.7Unverified
2CTF-MMWord Error Rate (WER)37.8Unverified
3DTNWord Error Rate (WER)36.5Unverified
4SANWord Error Rate (WER)29.7Unverified
5Stochastic CSLRWord Error Rate (WER)25.3Unverified
6CrossModalWord Error Rate (WER)24Unverified
7SLRGANWord Error Rate (WER)23.4Unverified
8DNFWord Error Rate (WER)22.86Unverified
9MSKA-SLRWord Error Rate (WER)22.1Unverified
10VACWord Error Rate (WER)22.1Unverified
#ModelMetricClaimedVerifiedStatus
1Stochastic CSLRWord Error Rate (WER)26.1Unverified
2CrossModalWord Error Rate (WER)24.3Unverified
3SignBTWord Error Rate (WER)23.9Unverified
4MMTLBWord Error Rate (WER)22.45Unverified
5SMKDWord Error Rate (WER)22.4Unverified
6STMCWord Error Rate (WER)21Unverified
7WRNN + LETWord Error Rate (WER)20.73Unverified
8MSKA-SLRWord Error Rate (WER)20.5Unverified
9C2SLRWord Error Rate (WER)20.4Unverified
10SignBERT+Word Error Rate (WER)19.9Unverified
#ModelMetricClaimedVerifiedStatus
1BN-TIN+Transf.Word Error Rate (WER)33.1Unverified
2C2SLRWord Error Rate (WER)31Unverified
3SENWord Error Rate (WER)30.7Unverified
4AdaBrowseWord Error Rate (WER)30.6Unverified
5CorrNetWord Error Rate (WER)30.1Unverified
6CTCAWord Error Rate (WER)29.4Unverified
7TCNetWord Error Rate (WER)29.3Unverified
8CorrNet+ACDRWord Error Rate (WER)29Unverified
9MSKA-SLRWord Error Rate (WER)27.8Unverified
10Swin-MSTPWord Error Rate (WER)27.1Unverified
#ModelMetricClaimedVerifiedStatus
1STF+LSTMRank-1 Recognition Rate0.99Unverified
2SAM-SLR (RGB-D)Rank-1 Recognition Rate0.99Unverified
33D-DCNN + ST-MGCNRank-1 Recognition Rate0.98Unverified
4Ensemble - NTISRank-1 Recognition Rate0.96Unverified
5HWGATRank-1 Recognition Rate0.96Unverified
6MViT-SLRRank-1 Recognition Rate0.96Unverified
7FE+LSTMRank-1 Recognition Rate0.93Unverified
8VTN-PFRank-1 Recognition Rate0.93Unverified
9CNN+FPM+BLSTM+Attention (RGB-D)Rank-1 Recognition Rate0.62Unverified
#ModelMetricClaimedVerifiedStatus
1Logos-PretrainingTop-1 Accuracy66.82Unverified
2Uni-SignTop-1 Accuracy63.52Unverified
3NLA-SLRTop-1 Accuracy61.26Unverified
4StepNetTop-1 Accuracy61.17Unverified
5SAM-SLRTop-1 Accuracy58.73Unverified
6SWIN-SLRTop-1 Accuracy58.51Unverified
7HWGATTop-1 Accuracy48.49Unverified
8I3D (pretraining: BSL-1K)Top-1 Accuracy46.82Unverified
9I3DTop-1 Accuracy32.48Unverified
#ModelMetricClaimedVerifiedStatus
1Uni-SignTop-1 Accuracy92.25Unverified
2SiformerTop-1 Accuracy86.5Unverified
3SignBERTTop-1 Accuracy83.3Unverified
4I3D, ST-GCNTop-1 Accuracy81.38Unverified
5StepNetTop-1 Accuracy78.29Unverified
6I3DTop-1 Accuracy65.89Unverified
7SPOTERTop-1 Accuracy63.18Unverified
#ModelMetricClaimedVerifiedStatus
1HandReader_RGBCER (%)30.7Unverified
2HandReader_KPCER (%)28Unverified
3HandReader_RGBCER (%)27.6Unverified
4HandReader_RGB_KPCER (%)27.1Unverified
5HandReader_KPCER (%)26.2Unverified
6HandReader_RGB+KPCER (%)24.4Unverified
#ModelMetricClaimedVerifiedStatus
1SPOTERAccuracy (%)100Unverified
2SiformerAccuracy (%)99.84Unverified
3HWGATAccuracy (%)98.59Unverified
4Bag of words fusion of hand pose/movement/positionAccuracy (%)97Unverified
53DGCNAccuracy (%)94.84Unverified
#ModelMetricClaimedVerifiedStatus
1HandReader_RGBCER (%)7.61Unverified
2HandReader_KPCER (%)7.35Unverified
3HandReader_RGB_KPCER (%)5.06Unverified
#ModelMetricClaimedVerifiedStatus
1Uni-SignP-I Top-1 Accuracy78.16Unverified
2SignBERT+P-I Top-1 Accuracy73.71Unverified
#ModelMetricClaimedVerifiedStatus
1StepNetTop-1 Accuracy61.17Unverified
2SignBERT+Top-1 Accuracy55.59Unverified
#ModelMetricClaimedVerifiedStatus
1StepNetActions Top-177.1Unverified
#ModelMetricClaimedVerifiedStatus
1MobileNetV2_TSMAccuracy (Top-1)83.6Unverified
#ModelMetricClaimedVerifiedStatus
1HWGATTop-1 Accuracy93.86Unverified
#ModelMetricClaimedVerifiedStatus
13D-DCNN + ST-MGCNRank-1 Recognition Rate0.98Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton Image RepresentationAccuracy82Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton Image RepresentationAccuracy93Unverified
#ModelMetricClaimedVerifiedStatus
1mVITv2-SMean Accuracy64.09Unverified