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Sign Language Recognition On Rwth Phoenix 1

Métriques

Word Error Rate (WER)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Word Error Rate (WER)	Paper Title	Repository
SlowFastSign	18.7	SlowFast Network for Continuous Sign Language Recognition
CrossModal	24.3	Continuous Sign Language Recognition Through Cross-Modal Alignment of Video and Text Embeddings in a Joint-Latent Space	-
WRNN + LET	20.73	Multimodal Locally Enhanced Transformer for Continuous Sign Language Recognition	-
MMTLB	22.45	A Simple Multi-Modality Transfer Learning Baseline for Sign Language Translation
MSKA-SLR	20.5	Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation
STMC	21.0	Spatial-Temporal Multi-Cue Network for Continuous Sign Language Recognition	-
SignBT	23.9	Improving Sign Language Translation with Monolingual Data by Sign Back-Translation	-
SMKD	22.4	Self-Mutual Distillation Learning for Continuous Sign Language Recognition
Stochastic CSLR	26.1	Stochastic Fine-grained Labeling of Multi-state Sign Glosses for Continuous Sign Language Recognition
SignBERT+	19.9	SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding	-
TwoStream-SLR	19.3	Two-Stream Network for Sign Language Recognition and Translation
TCNet	19.4	TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions
C2SLR	20.4	C2SLR: Consistency-Enhanced Continuous Sign Language Recognition

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