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Sign Language Recognition On Wlasl 2000

Metrics

Top-1 Accuracy

Results

Performance results of various models on this benchmark

Paper Title
Uni-Sign63.52Uni-Sign: Toward Unified Sign Language Understanding at Scale
NLA-SLR61.26Natural Language-Assisted Sign Language Recognition
StepNet61.17StepNet: Spatial-temporal Part-aware Network for Isolated Sign Language Recognition
SAM-SLR58.73Skeleton Aware Multi-modal Sign Language Recognition
SWIN-SLR58.51Fine-tuning of sign language recognition models: a technical report
HWGAT48.49Hierarchical Windowed Graph Attention Network and a Large Scale Dataset for Isolated Indian Sign Language Recognition
I3D (pretraining: BSL-1K)46.82BSL-1K: Scaling up co-articulated sign language recognition using mouthing cues
I3D32.48Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison
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Sign Language Recognition On Wlasl 2000 | SOTA | HyperAI