driver-drowsiness-detection-3 - Impulses

Nugro Isworo / driver-drowsiness-detection-3 Public

Target: Raspberry Pi 5 Clone this project

Experiments (15 / 10)

Name	Input	DSP Blocks	Col_dep	Learn Blocks	f32_V_Acc	f32_T_Acc	i8_V_Acc	i8_T_Acc	f32_V_Precision	f32_V_Recall	f32_V_F1	f32_T_Precision	f32_T_Recall	f32_T_F1	i8_V_Precision	i8_V_Recall	i8_V_F1	i8_T_Precision	i8_T_Recall	i8_T_F1
96_300_32	96×96	Image (Grayscale)	Grayscale	Object detection	98.2%	87.1%	98.2%	85.8%	0.99	0.97	0.98	0.95	0.89	0.92	0.99	0.97	0.98	0.94	0.88	0.91	View impulse
240_300_128	240×240	Image (Grayscale)	Grayscale	Object detection	99.2%	90.8%	98.7%	91.3%	0.99	0.99	0.99	0.97	0.92	0.94	0.99	0.98	0.99	0.97	0.92	0.94	View impulse
240_300_32	240×240	Image (Grayscale)	Grayscale	Object detection	99.5%	91.3%	99.4%	91.3%	1.00	0.99	0.99	0.97	0.94	0.95	1.00	0.99	0.99	0.97	0.93	0.95	View impulse
96_350_32_ES	96×96	Image (Grayscale)	Grayscale	Object detection	94.1%	76.3%	94.8%	74.6%	0.94	0.94	0.94	0.86	0.86	0.86	0.95	0.94	0.95	0.87	0.85	0.86	View impulse
128_350_128	128×128	Image (Grayscale)	Grayscale	FOMO MobileNetV2 0.35	94.5%	62.5%	93.7%	57.9%	0.98	0.91	0.94	0.84	0.67	0.74	0.98	0.90	0.94	0.87	0.62	0.72	View impulse
128_300_128_RGB	128×128	Image (RGB)	RGB	FOMO MobileNetV2 0.35	98.7%	84.2%	95.6%	81.7%	0.99	0.99	0.99	0.93	0.90	0.91	0.98	0.93	0.96	0.94	0.84	0.89	View impulse
96_300_32_RGB	96×96	Image (RGB)	RGB	Object detection	97.1%	82.9%	97.3%	84.2%	0.98	0.96	0.97	0.90	0.88	0.89	0.98	0.96	0.97	0.90	0.88	0.89	View impulse
240_300_32_RGB	240×240	Image (RGB)	RGB	Object detection	99.3%	90.4%	98.4%	87.9%	0.99	1.00	0.99	0.94	0.93	0.94	0.98	0.98	0.98	0.94	0.89	0.91	View impulse
Impulse #28	120×120	Image (Grayscale)	Grayscale	Object detection	99.3%	88.8%	99.4%	87.5%	0.99	0.99	0.99	0.94	0.93	0.94	0.99	0.99	0.99	0.94	0.92	0.93	View impulse
Impulse #30	90×90	Image (Grayscale)	Grayscale	Object detection	98.0%	89.2%	98.0%	88.8%	0.99	0.97	0.98	0.93	0.92	0.93	0.99	0.97	0.98	0.92	0.92	0.92	View impulse
Impulse #31	96×96	Image (Grayscale)	Grayscale	Object detection	98.1%	89.2%	98.1%	89.6%	0.99	0.97	0.98	0.95	0.91	0.93	0.99	0.97	0.98	0.95	0.91	0.93	View impulse
Impulse #32	120×120	Image (RGB)	RGB	Object detection	98.9%	87.1%	97.3%	82.1%	0.99	0.99	0.99	0.91	0.91	0.91	0.97	0.97	0.97	0.91	0.90	0.90	View impulse
Impulse #33	90×90	Image (RGB)	RGB	Object detection	96.5%	83.8%	96.1%	83.8%	0.99	0.95	0.97	0.90	0.87	0.89	0.98	0.94	0.96	0.91	0.87	0.89	View impulse
Impulse #34	240×240	Image (Grayscale)	Grayscale	Object detection	99.0%	89.2%	98.7%	88.3%	0.99	0.99	0.99	0.96	0.90	0.93	0.99	0.98	0.99	0.97	0.89	0.92	View impulse
Impulse #35	240×240	Image (Grayscale)	Grayscale	Object detection	99.5%	92.5%	99.4%	91.7%	1.00	0.99	0.99	0.96	0.92	0.94	0.99	0.99	0.99	0.95	0.92	0.94	View impulse