- Sensors Selection Criteria
LiDAR | RADAR | Mono Cameras |
Stereo Cameras |
|
Range | CANNOT difficulties detecting objects at very close distances |
CAN detect objects from less than a meter |
CANNOT not able to reliably measure metric distance to object |
CAN ALBEIT only up to a distance of approx. 80m |
Spatial resolution |
CAN high-resolution 3D scans and thus characterization of objects in a scene |
CANNOT can not resolve small features very well, especially as distances increase |
CAN ALBEIT Details on small object are lost as soon as the light rays emanating from them are spread to several pixels on the image sensor (blurring) |
|
Robustness in darkness |
CAN While daytime performance is very good, even better performance at night because there is no ambient sunlight that might interfere with the detection of IR laser reflections |
CAN excellent robustness |
CAN ALBEIT very reduced detection capability at night |
|
Robustness in rain, snow, fog |
CAN ALBEIT susceptible to adverse weather and its performance usually degrades significantly with increasing levels of adversity |
CAN good performance under adverse weather conditions. |
CAN ALBEIT susceptible to adverse weather and its performance usually degrades significantly with increasing levels of adversity |
|
Classification of objects | CAN ALBEIT less object diversity than cameras |
CANNOT not allow for much object classification |
CAN excel at classifying objects such as vehicles, pedestrians, speed signs and many others. |
|
Perceiving 2D structures |
CANNOT | CANNOT | CAN the only sensor able to interpret two-dimensional information such as speed signs, lane markings or traffic lights, as they are able to measure both color and light intensity. |
|
Measure speed |
CAN ALBEIT only approximate speed by using successive distance measurements, which makes it less accurate in this regard. |
CAN can directly measure the velocity of objects by exploiting the Doppler frequency shift |
CANNOT not able to measure distance |
- Sensors assess
Range measurement | Robustness in darkness | Robustness in rain, snow, or fog | Classification of objects | Perceiving 2D Structures | Measure speed | |
Camera | - | - | - | ++ | ++ | + |
Radar | ++ | ++ | ++ | - | - | ++ |
Lidar | + | ++ | + | + | - | + |
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