Sign Language Translation Efficiency on Architectural Efficiency Comparison
6.7Video Encoder Total Params (M)Geo-Sign
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Geo-SignInput Modality=Skeleton-based, Batch size=8, Latency Cache Status=Non-cached2026.06 | 6.7 | 6.7 | 582.4 | 582.4 | 589.1 | 589.1 | 2,550 | |
| Uni-SignInput Modality=Skeleton-based, Batch size=8, Latency Cache Status=Non-cached2026.06 | 9.7 | 9.7 | 582.4 | 582.4 | 592.1 | 592.1 | 416 | |
| C2RLInput Modality=RGB-based, Batch size=8, Latency Cache Status=Non-cached2026.06 | 11.7 | 11.7 | 680 | 680 | 691.7 | 691.7 | — | |
| SIGNETInput Modality=Skeleton-based, Batch size=8, Latency Cache Status=Non-cached2026.06 | 17.4 | 1.5 | 582.4 | 582.4 | 599.8 | 583.9 | 320 | |
| Sign2GPTInput Modality=RGB-based, Batch size=8, Latency Cache Status=Non-cached2026.06 | 34.9 | 12.8 | 1,736.7 | 3.8 | 1,771.6 | 16.7 | — |