Sign Language Recognition on CSL-Daily

Metric: Word Error Rate (WER) (lower is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	Word Error Rate (WER)▲	Extra Data	Paper	Date↕	Code
1	SlowFastSign	24.9	No	SlowFast Network for Continuous Sign Language Re...	2023-09-21	Code
2	TwoStream-SLR	25.3	No	Two-Stream Network for Sign Language Recognition...	2022-11-02	Code
3	SLA-LoRA	25.8	No	CLIP-SLA: Parameter-Efficient CLIP Adaptation fo...	2025-04-02	Code
4	Uni-Sign	26	Yes	Uni-Sign: Toward Unified Sign Language Understan...	2025-01-25	Code
5	Swin-MSTP	27.1	No	-	-	Code
6	MSKA-SLR	27.8	No	Multi-Stream Keypoint Attention Network for Sign...	2024-05-09	Code
7	CorrNet+ACDR	29	No	Denoising-Contrastive Alignment for Continuous S...	2023-05-05	-
8	TCNet	29.3	No	TCNet: Continuous Sign Language Recognition from...	2024-03-18	Code
9	CTCA	29.4	No	-	-	-
10	CorrNet	30.1	No	Continuous Sign Language Recognition with Correl...	2023-03-06	Code
11	AdaBrowse	30.6	No	AdaBrowse: Adaptive Video Browser for Efficient ...	2023-08-16	Code
12	SEN	30.7	No	Self-Emphasizing Network for Continuous Sign Lan...	2022-11-30	Code
13	C2SLR	31	No	Improving Continuous Sign Language Recognition w...	2022-12-26	Code
14	BN-TIN+Transf.	33.1	No	Improving Sign Language Translation with Monolin...	2021-05-26	-

#1SlowFastSignSOTA
24.9
Word Error Rate (WER)· 2023-09-21
SlowFast Network for Continuous Sign Language Recognition Code
#2TwoStream-SLRSOTA
25.3
Word Error Rate (WER)· 2022-11-02
Two-Stream Network for Sign Language Recognition and Translation Code
#3SLA-LoRA
25.8
Word Error Rate (WER)· 2025-04-02
CLIP-SLA: Parameter-Efficient CLIP Adaptation for Continuous Sign Language Recognition Code
#4Uni-Sign
26
Word Error Rate (WER)· Extra Data· 2025-01-25
Uni-Sign: Toward Unified Sign Language Understanding at Scale Code
#5Swin-MSTP
27.1
Word Error Rate (WER)
No paperCode
#6MSKA-SLR
27.8
Word Error Rate (WER)· 2024-05-09
Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation Code
#7CorrNet+ACDR
29
Word Error Rate (WER)· 2023-05-05
Denoising-Contrastive Alignment for Continuous Sign Language Recognition
#8TCNet
29.3
Word Error Rate (WER)· 2024-03-18
TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions Code
#9CTCA
29.4
Word Error Rate (WER)
No paper
#10CorrNet
30.1
Word Error Rate (WER)· 2023-03-06
Continuous Sign Language Recognition with Correlation Network Code
#11AdaBrowse
30.6
Word Error Rate (WER)· 2023-08-16
AdaBrowse: Adaptive Video Browser for Efficient Continuous Sign Language Recognition Code
#12SEN
30.7
Word Error Rate (WER)· 2022-11-30
Self-Emphasizing Network for Continuous Sign Language Recognition Code
#13C2SLR
31
Word Error Rate (WER)· 2022-12-26
Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal Code
#14BN-TIN+Transf.SOTA
33.1
Word Error Rate (WER)· 2021-05-26
Improving Sign Language Translation with Monolingual Data by Sign Back-Translation