Autonomous Vehicle/Sensors

Sensor Selection Criteria

Naranjito 2023. 10. 5. 18:59
  • 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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