Sign Language Recognition on ISL (test)
99.9Test AccuracyProposed On-Device NAS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposed On-Device NASdevice=RPi 4, (k, c)=(16, 4)2026.06 | 99.9 | 15.3 | 81.5 | 224.5 | 8 | 37.2 | |
| Pau et al.device=RPi 42026.06 | 93.94 | 0.6 | 128.5 | 96.7 | — | — | |
| Pau et al.device=RPi 32026.06 | 93.94 | 1.2 | 128.5 | 96.7 | — | — | |
| Pau et al.device=RPi Zero 22026.06 | 93.94 | 1.3 | 128.5 | 96.7 | — | — | |
| Proposed On-Device NASdevice=RPi 3, (k, c)=(8, 4)2026.06 | 92.4 | 10.2 | 42.5 | 62.5 | 14 | 54.4 | |
| Proposed On-Device NASdevice=RPi Zero 2, (k, c)=(4,0)2026.06 | 44.3 | 1.2 | 17.5 | 2.7 | 12 | 23.9 |