Slip Prediction on A-SLIP 1.0 (test)
88.5Detection PercentageA-SLIP (300 ms window)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| A-SLIP (300 ms window)Microphone count=4, Training regime=finetuned, Temporal window size=300 ms2026.04 | 88.5 | 20.9 | 1.4 | |
| A-SLIP (4-mic, finetuned)Microphone count=4, Training regime=finetuned2026.04 | 81.8 | 14.1 | 1 | |
| A-SLIP (200 ms window)Microphone count=4, Training regime=finetuned, Temporal window size=200 ms2026.04 | 81.8 | 14.1 | 1 | |
| SVM2026.04 | 73 | 19.2 | 1.9 | |
| A-SLIP (100 ms window)Microphone count=4, Training regime=finetuned, Temporal window size=100 ms2026.04 | 72.5 | 8.2 | 0.6 | |
| Pretrain only (4-mic)Microphone count=4, Training regime=pretrain only2026.04 | 72.4 | 21.6 | 3.2 | |
| A-SLIP (2-mic, same finger, finetuned)Microphone count=2, Microphone placement=same finger, Training regime=finetuned2026.04 | 72.1 | 19 | 0.7 | |
| A-SLIP (2-mic, corners, finetuned)Microphone count=2, Microphone placement=corners, Training regime=finetuned2026.04 | 71.9 | 18.1 | 0.6 | |
| Single mic (pretrain + finetune)Microphone count=1, Training regime=pretrain + finetune2026.04 | 70.2 | 20.7 | 2.7 | |
| A-SLIP (2-mic, centered, finetuned)Microphone count=2, Microphone placement=centered, Training regime=finetuned2026.04 | 63.6 | 20.4 | 1 | |
| Pretrain only (2-mic, corners)Microphone count=2, Microphone placement=corners, Training regime=pretrain only2026.04 | 63.1 | 26.8 | 1.5 | |
| Pretrain only (2-mic, same finger)Microphone count=2, Microphone placement=same finger, Training regime=pretrain only2026.04 | 61.2 | 26.7 | 1.6 | |
| Pretrain only (2-mic, centered)Microphone count=2, Microphone placement=centered, Training regime=pretrain only2026.04 | 60.4 | 29.3 | 1.5 | |
| Single mic (no pretrain)Microphone count=1, Training regime=no pretrain2026.04 | 43.3 | 28.5 | 2 |