36 x 36 sensor-array motion trajectory simulation and tiny artificial neural network action recognition
PM1-based NeuVS OFET · Electrode
Four motion classes: moving down, up, right, and left. Four-bit optical pulse encoding; 1 = 2.04 mW/cm2 light, 0 = dark, 200 ms pulse, 50% duty cycle.
| Property | Reported value | Normalised value | Uncertainty | Origin and quality | Source |
|---|---|---|---|---|---|
| Simulated sensor array size | 36 x 36 | — | — | Text Exact Reported | 9-10 · 3.5 · Figure 5A |
| Optical pulse duty cycle | 50% | — | — | Text Exact Reported | 10 · 3.5 · Figure 5B |
| Optical pulse encoding light intensity for digit 1 | 2.04 mW/cm2 | — | — | Text Exact Reported | 10 · 3.5 · Figure 5B |
| Optical pulse duration for action encoding | 200 ms | 0.2 s | — | Text Exact Reported | 10 · 3.5 · Figure 5B |
| Conventional image sensor action recognition accuracy | ~25% | — | ~ | Text Approximate | 11 · 3.5 · Figure 5D |
| PAA NeuVS action recognition accuracy | 95% after about 100 training rounds | — | about 100 training rounds | Text Rounded Reported | 11 · 3.5 · Figure 5D |
| PM1 NeuVS action recognition accuracyMarked as a best value within this paper | 95% after about 40 training rounds | — | about 40 training rounds | Text Rounded Reported | 11 · 3.5 · Figure 5D |