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All-weather vision for automotiveAll-weather vision for automotive
safety: which spectral band?safety: which spectral band?
N. Pinchon, M. Ibn-Khedher, O. Cassignol, A. Nicolas, F.N. Pinchon, M. Ibn-Khedher, O. Cassignol, A. Nicolas, F.
Bernardin, P. Leduc, J-P. Tarel, R. Brémond, E. Bercier, G. JulienBernardin, P. Leduc, J-P. Tarel, R. Brémond, E. Bercier, G. Julien
AWARE
2
AWARE: WHAT DOES IT MEAN ?
Clear weather,
fog, rain, snow
Urban, country roads
and highways
(transportation)
Runways (aeronautic)
DAY AND NIGHT
All Weather
Enhanced vision
All Roads
3
AWARE: KEY FIGURES
Key partners
10
2
2
36
5.5
M€
Applicative domains
Transportation & aeronautic
Demo modules
forecasted
M1 for premiun vehicle
and aeronautic
M2 for all vehicle
Months of project
From june 2014
to june 2017
R&D
Including 1.7M€ Financed
by the french
competitiveness,
industry and services
directorate (DGCIS) and
Isère General Council
4
WE ARE AWARE
5
Are you able to drive
or to operate safely
with such visibility conditions
AWARE ORIGIN
OF COURSE
NOT !
HERE IS, THE "AWARE"
PROJECT ORIGIN !
6
AWARE ORIGIN
French Road Safety Observatory (ONISR):
"Les accidents corporels de la circulation 2014 –
Recueil de données brutes", May 2015
INJURY
CASUALTIES
FATALITIES
NIGHT 32% 41%
WET ROAD 20% 20%
ADVERSE
WEATHER
21% 23%
AUTOMOTIVEAUTOMOTIVE
7
AWARE: THE STAKE
Allow the safe assisted and
automated driving of vehicles,
day and night.
INCREASE ROAD SIGNSROAD SIGNS AND OBSTACLES PERCEPTIONOBSTACLES PERCEPTION
IN ALL-WEATHERALL-WEATHER BY USING A LOW COST IMAGE SENSORLOW COST IMAGE SENSOR
ADAS FUNCTION
Pedestrian detection
Vehicle shape
recognition
Traffic signs
recognition
Road marking
detection
wavelength
44 IMAGING TECHNOLGIES UNDER EXPERIMENT
8
CAMERA SENSOR
SPECTRA
L BAND
OPTICS
Visible
RGB
CMOS – SXGA
(1280 x 966)
3x8 bits, pitch
4.2 μm
0,4-0,65 µm
HFOV = 54°
VFOV = 40°
F-number = 2
Extended
NIR
CMOS – SXGA
(1280 x 1024)
10 bits, pitch
5,3 μm
0,4-1 µm
HFOV = 39°
VFOV = 31°
F-number = 2.9
Extended
SWIR
InGaAs – VGA
(640 x 512)
14 bits, pitch
15 μm
0,6-1,7 µm
HFOV = 39° VFOV =
31°
F-number = 1.8
LWIR
Microbolomet
re - VGA (640
x 482)
14 bits, pitch
17 μm
8-12 µm
HFOV = 44° VFOV =
33°
F-number = 1.2
VISIBLE RGBVISIBLE RGB11
11
EXTENDED NIREXTENDED NIR22
22
EXTENDED SWIREXTENDED SWIR33
33
LWIRLWIR44
44
OUTDOOR TESTOUTDOOR TEST
A75 – Col de la Fageole
Cerema test’s ground
FOG TUNNELFOG TUNNEL
Clermont Ferrand
Cerema facility
FIELD TEST : SET-UP
9
OUTDOOR TESTOUTDOOR TEST FOG TUNNELFOG TUNNEL
FIELD TEST : RANGE CALIBRATION
10
FIELD TEST : OUTDOOR SCENARIOS
11
SCENARIO WEATHER
VISIBILITY
DISTANCE
AMBIENT
LIGHT
TEMPE-
RATURE
7
Day, heavy fog,
light snow
75 m 5032 lux -1°C
11
Day, heavy fog
and snow
69 m 1096 lux -1°C
22
Day low light,
heavy fog and
snow
75 m 104 lux -0.8°C
26 Night, heavy fog 99 m 0 lux +1.5°C
33 scenarios33 scenarios
Under testUnder test
=> 4 most relevant=> 4 most relevant
EX SCENARIO #1 : DAY, CLEAR WEATHER
12
EX SCENARIO #7 : DAY, HEAVY FOG, LIGHT SNOW
13
EX SCENARIO #26 : NIGHT,HEAVY FOG,
14
VehicleVehicle
FrontFront
VehicleVehicle
BackBack
In adverse conditions:
LWIR detect 3x times longer
15
EXPERIMENTAL RESULTS:
PEDESTRIAN DETECTION
CAMERA
FOG DENSITY
For “visible” pedestrian
detection at 25m
Visible
RGB
Moderate
(visibility range = 47 ± 10 m)
Extended
NIR
High
(visibility range = 28 ± 7 m)
Extended
SWIR
High
(visibility range = 25 ± 3 m)
LWIR Extreme
(visibility range = 15 ± 4 m)
16
EXPERIMENTAL RESULTS:
VEHICLE DETECTION & RECOGNITION
DETEC-
TION
RECO-
GNI-
TION
TASK VISIBLE LWIR
In adverse conditions:
VIS/NIR/SWIR detect Headlight,
LWIR recognize shape
17
EXPERIMENTAL RESULTS:
TRAFFIC SIGNS RECOGNITION
#1
DAY,
CLEAR
WEATHER
#7
DAY,
HEAVY
FOG, LIGHT
SNOW
VISIBLE NIR SWIR
In adverse conditions:
NIR provides best SNR
LWIR can not recognize
EXPERIMENTAL RESULTS:
ROAD MARKING DETECTION
18
CAMERA
SCENARIO
22
Visi 75m
SCENARIO
26
Visi 99m
Using Headlight
Visible
RGB
53m 53m
Extended
NIR
60m 53m
Extended
SWIR
63m 53m
LWIR - -
In adverse conditions:
VIS/ NIR /SWIR equivalent
using additional lighting
CONCLUSIONS
19
ADAS
FUNCTION
CAMERA SPECTRAL BAND
DAY FOG, USING HEADLIGHTS
CAMERA SPECTRAL BAND
NIGHT FOG, USING HEADLIGHTS
VIS NIR SWIR LWIR VIS NIR SWIR LWIR
Pedestrian,
detection + ++ ++ ++++ + ++ ++ ++++
Vehicle lights
detection + ++ +++ --
Vehicle shape
recognition + ++ ++ ++ - - -- ++
Traffic signs
recognition + ++ - -- + ++ - --
Road marking
detection + ++ ++ - + ++ ++ -
In adverse conditions:
Visible RGB extended to NIR combined with LWIR
provide the best spectral bands to improve ADAS
performances of detection or recognition such as
vehicle, pedestrian, road marking, and traffic signs.
20
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2016 vision sia, all weather vision for automotive safety which spectral band. ppt

  • 1. All-weather vision for automotiveAll-weather vision for automotive safety: which spectral band?safety: which spectral band? N. Pinchon, M. Ibn-Khedher, O. Cassignol, A. Nicolas, F.N. Pinchon, M. Ibn-Khedher, O. Cassignol, A. Nicolas, F. Bernardin, P. Leduc, J-P. Tarel, R. Brémond, E. Bercier, G. JulienBernardin, P. Leduc, J-P. Tarel, R. Brémond, E. Bercier, G. Julien
  • 2. AWARE 2 AWARE: WHAT DOES IT MEAN ? Clear weather, fog, rain, snow Urban, country roads and highways (transportation) Runways (aeronautic) DAY AND NIGHT All Weather Enhanced vision All Roads
  • 3. 3 AWARE: KEY FIGURES Key partners 10 2 2 36 5.5 M€ Applicative domains Transportation & aeronautic Demo modules forecasted M1 for premiun vehicle and aeronautic M2 for all vehicle Months of project From june 2014 to june 2017 R&D Including 1.7M€ Financed by the french competitiveness, industry and services directorate (DGCIS) and Isère General Council
  • 5. 5 Are you able to drive or to operate safely with such visibility conditions AWARE ORIGIN OF COURSE NOT ! HERE IS, THE "AWARE" PROJECT ORIGIN !
  • 6. 6 AWARE ORIGIN French Road Safety Observatory (ONISR): "Les accidents corporels de la circulation 2014 – Recueil de données brutes", May 2015 INJURY CASUALTIES FATALITIES NIGHT 32% 41% WET ROAD 20% 20% ADVERSE WEATHER 21% 23% AUTOMOTIVEAUTOMOTIVE
  • 7. 7 AWARE: THE STAKE Allow the safe assisted and automated driving of vehicles, day and night. INCREASE ROAD SIGNSROAD SIGNS AND OBSTACLES PERCEPTIONOBSTACLES PERCEPTION IN ALL-WEATHERALL-WEATHER BY USING A LOW COST IMAGE SENSORLOW COST IMAGE SENSOR ADAS FUNCTION Pedestrian detection Vehicle shape recognition Traffic signs recognition Road marking detection
  • 8. wavelength 44 IMAGING TECHNOLGIES UNDER EXPERIMENT 8 CAMERA SENSOR SPECTRA L BAND OPTICS Visible RGB CMOS – SXGA (1280 x 966) 3x8 bits, pitch 4.2 μm 0,4-0,65 µm HFOV = 54° VFOV = 40° F-number = 2 Extended NIR CMOS – SXGA (1280 x 1024) 10 bits, pitch 5,3 μm 0,4-1 µm HFOV = 39° VFOV = 31° F-number = 2.9 Extended SWIR InGaAs – VGA (640 x 512) 14 bits, pitch 15 μm 0,6-1,7 µm HFOV = 39° VFOV = 31° F-number = 1.8 LWIR Microbolomet re - VGA (640 x 482) 14 bits, pitch 17 μm 8-12 µm HFOV = 44° VFOV = 33° F-number = 1.2 VISIBLE RGBVISIBLE RGB11 11 EXTENDED NIREXTENDED NIR22 22 EXTENDED SWIREXTENDED SWIR33 33 LWIRLWIR44 44
  • 9. OUTDOOR TESTOUTDOOR TEST A75 – Col de la Fageole Cerema test’s ground FOG TUNNELFOG TUNNEL Clermont Ferrand Cerema facility FIELD TEST : SET-UP 9
  • 10. OUTDOOR TESTOUTDOOR TEST FOG TUNNELFOG TUNNEL FIELD TEST : RANGE CALIBRATION 10
  • 11. FIELD TEST : OUTDOOR SCENARIOS 11 SCENARIO WEATHER VISIBILITY DISTANCE AMBIENT LIGHT TEMPE- RATURE 7 Day, heavy fog, light snow 75 m 5032 lux -1°C 11 Day, heavy fog and snow 69 m 1096 lux -1°C 22 Day low light, heavy fog and snow 75 m 104 lux -0.8°C 26 Night, heavy fog 99 m 0 lux +1.5°C 33 scenarios33 scenarios Under testUnder test => 4 most relevant=> 4 most relevant
  • 12. EX SCENARIO #1 : DAY, CLEAR WEATHER 12
  • 13. EX SCENARIO #7 : DAY, HEAVY FOG, LIGHT SNOW 13
  • 14. EX SCENARIO #26 : NIGHT,HEAVY FOG, 14 VehicleVehicle FrontFront VehicleVehicle BackBack
  • 15. In adverse conditions: LWIR detect 3x times longer 15 EXPERIMENTAL RESULTS: PEDESTRIAN DETECTION CAMERA FOG DENSITY For “visible” pedestrian detection at 25m Visible RGB Moderate (visibility range = 47 ± 10 m) Extended NIR High (visibility range = 28 ± 7 m) Extended SWIR High (visibility range = 25 ± 3 m) LWIR Extreme (visibility range = 15 ± 4 m)
  • 16. 16 EXPERIMENTAL RESULTS: VEHICLE DETECTION & RECOGNITION DETEC- TION RECO- GNI- TION TASK VISIBLE LWIR In adverse conditions: VIS/NIR/SWIR detect Headlight, LWIR recognize shape
  • 17. 17 EXPERIMENTAL RESULTS: TRAFFIC SIGNS RECOGNITION #1 DAY, CLEAR WEATHER #7 DAY, HEAVY FOG, LIGHT SNOW VISIBLE NIR SWIR In adverse conditions: NIR provides best SNR LWIR can not recognize
  • 18. EXPERIMENTAL RESULTS: ROAD MARKING DETECTION 18 CAMERA SCENARIO 22 Visi 75m SCENARIO 26 Visi 99m Using Headlight Visible RGB 53m 53m Extended NIR 60m 53m Extended SWIR 63m 53m LWIR - - In adverse conditions: VIS/ NIR /SWIR equivalent using additional lighting
  • 19. CONCLUSIONS 19 ADAS FUNCTION CAMERA SPECTRAL BAND DAY FOG, USING HEADLIGHTS CAMERA SPECTRAL BAND NIGHT FOG, USING HEADLIGHTS VIS NIR SWIR LWIR VIS NIR SWIR LWIR Pedestrian, detection + ++ ++ ++++ + ++ ++ ++++ Vehicle lights detection + ++ +++ -- Vehicle shape recognition + ++ ++ ++ - - -- ++ Traffic signs recognition + ++ - -- + ++ - -- Road marking detection + ++ ++ - + ++ ++ - In adverse conditions: Visible RGB extended to NIR combined with LWIR provide the best spectral bands to improve ADAS performances of detection or recognition such as vehicle, pedestrian, road marking, and traffic signs.