Uni-Sign

Reported on 5 benchmarks across 1 task · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision5 results

Sign Language RecognitiononWLASL100
Top-1 Accuracy· uses extra data· 2025-01-25
92.25
SOTA
Uni-Sign: Toward Unified Sign Language Understanding at Scale arXiv:2501.15187
Sign Language RecognitiononMSASL-1000
P-C Top-1 Accuracy· uses extra data· 2025-01-25
76.97
SOTA
Uni-Sign: Toward Unified Sign Language Understanding at Scale arXiv:2501.15187
Sign Language RecognitiononMSASL-1000
P-I Top-1 Accuracy· uses extra data· 2025-01-25
78.16
SOTA
Uni-Sign: Toward Unified Sign Language Understanding at Scale arXiv:2501.15187
Sign Language RecognitiononWLASL-2000
Top-1 Accuracy· uses extra data· 2025-01-25
63.52
best: 66.82 (Logos-Pretraining)
SOTA
Uni-Sign: Toward Unified Sign Language Understanding at Scale arXiv:2501.15187
Sign Language RecognitiononCSL-Daily
Word Error Rate (WER)· uses extra data· 2025-01-25
26
best: 24.9 (SlowFastSign)
Uni-Sign: Toward Unified Sign Language Understanding at Scale arXiv:2501.15187