Sign Language Recognition on RWTH-PHOENIX-Weather 2014

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

LeaderboardDataset

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Results

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#	Model↕	Word Error Rate (WER)▲	Extra Data	Paper	Date↕	Code
1	SlowFastSign	18.3	No	SlowFast Network for Continuous Sign Language Re...	2023-09-21	Code
2	TwoStream-SLR	18.4	No	Two-Stream Network for Sign Language Recognition...	2022-11-02	Code
3	Swin-MSTP	18.7	No	-	-	Code
4	SLA-Adapter	18.8	No	CLIP-SLA: Parameter-Efficient CLIP Adaptation fo...	2025-04-02	Code
5	TCNet	18.9	No	TCNet: Continuous Sign Language Recognition from...	2024-03-18	Code
6	CorrNet + VAC + SMKD	19.4	No	Continuous Sign Language Recognition with Correl...	2023-03-06	Code
7	SignBERT+	20	No	SignBERT+: Hand-model-aware Self-supervised Pre-...	2023-05-08	-
8	RadialCTC	20.2	No	-	-	-
9	C2SLR	20.4	No	-	-	Code
10	SMKD	20.5	No	-	-	Code
11	STMC	20.7	No	Spatial-Temporal Multi-Cue Network for Continuou...	2020-02-08	-
12	WRNN + LET	20.89	No	-	-	-
13	VAC	22.1	No	Visual Alignment Constraint for Continuous Sign ...	2021-04-06	Code
14	MSKA-SLR	22.1	No	Multi-Stream Keypoint Attention Network for Sign...	2024-05-09	Code
15	DNF	22.86	No	-	-	Code
16	SLRGAN	23.4	No	-	-	Code
17	CrossModal	24	No	-	-	-
18	Stochastic CSLR	25.3	No	-	-	Code
19	SAN	29.7	No	Context Matters: Self-Attention for Sign Languag...	2021-01-12	Code
20	DTN	36.5	No	-	-	-
21	CTF-MM	37.8	No	-	-	-
22	SubUNets	40.7	No	-	-	Code

#1SlowFastSignSOTA
18.3
Word Error Rate (WER)· 2023-09-21
SlowFast Network for Continuous Sign Language Recognition Code
#2TwoStream-SLRSOTA
18.4
Word Error Rate (WER)· 2022-11-02
Two-Stream Network for Sign Language Recognition and Translation Code
#3Swin-MSTP
18.7
Word Error Rate (WER)
No paperCode
#4SLA-Adapter
18.8
Word Error Rate (WER)· 2025-04-02
CLIP-SLA: Parameter-Efficient CLIP Adaptation for Continuous Sign Language Recognition Code
#5TCNet
18.9
Word Error Rate (WER)· 2024-03-18
TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions Code
#6CorrNet + VAC + SMKD
19.4
Word Error Rate (WER)· 2023-03-06
Continuous Sign Language Recognition with Correlation Network Code
#7SignBERT+
20
Word Error Rate (WER)· 2023-05-08
SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding
#8RadialCTC
20.2
Word Error Rate (WER)
No paper
#9C2SLR
20.4
Word Error Rate (WER)
No paperCode
#10SMKD
20.5
Word Error Rate (WER)
No paperCode
#11STMCSOTA
20.7
Word Error Rate (WER)· 2020-02-08
Spatial-Temporal Multi-Cue Network for Continuous Sign Language Recognition
#12WRNN + LET
20.89
Word Error Rate (WER)
No paper
#13VAC
22.1
Word Error Rate (WER)· 2021-04-06
Visual Alignment Constraint for Continuous Sign Language Recognition Code
#14MSKA-SLR
22.1
Word Error Rate (WER)· 2024-05-09
Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation Code
#15DNF
22.86
Word Error Rate (WER)
No paperCode
#16SLRGAN
23.4
Word Error Rate (WER)
No paperCode
#17CrossModal
24
Word Error Rate (WER)
No paper
#18Stochastic CSLR
25.3
Word Error Rate (WER)
No paperCode
#19SAN
29.7
Word Error Rate (WER)· 2021-01-12
Context Matters: Self-Attention for Sign Language Recognition Code
#20DTN
36.5
Word Error Rate (WER)
No paper
#21CTF-MM
37.8
Word Error Rate (WER)
No paper
#22SubUNets
40.7
Word Error Rate (WER)
No paperCode