Table 5 Processing memory (RAM) and total prediction time.
From: A dataset for environmental sound recognition in embedded systems for autonomous vehicles
Classifier | Notebook | Notebook | Raspberry Pi | Raspberry Pi | ||||
|---|---|---|---|---|---|---|---|---|
RAM | (Std) | Total pred. time | (Std) | RAM | (Std) | Total pred. time | (Std) | |
(MB) | (ms) | (MB) | (ms) | |||||
SVM | 34.1 | (4.7) | 223.4 | (11.4) | 32.4 | (8.2) | 764.4 | (39.6) |
LR | 1.1 | (0.1) | 220.7 | (11.8) | 0.2 | (0.03) | 749.2 | (14.6) |
RF | 401.1 | (65.4) | 227.2 | (12.9) | 456.0 | (11.3) | 1,020.9 | (31.1) |
ANN | 20.6 | (9.2) | 250.1 | (16.0) | 0.1 | (0.02) | 752.5 | (12.5) |
CNN 1D | 7.5 | (0.5) | 252.1 | (20.0) | 4.1 | (1.9) | 750.0 | (13.6) |
CNN 2D | 11.7 | (0.2) | 30.2 | (7.2) | 19.4 | (2.5) | 47.6 | (22.0) |
