Sensor fusion built for roads assumes flat ground and clear views. Farms bring dust, spray, canopy, and uneven terrain.
The fix starts with synced LiDAR, camera, and radar labels that record what each sensor could and couldn’t see: imerit.ai/resources/bl...
#SensorFusion #LiDAR
The fix starts with synced LiDAR, camera, and radar labels that record what each sensor could and couldn’t see: imerit.ai/resources/bl...
#SensorFusion #LiDAR
November 3, 2026 at 4:20 PM
Sensor fusion built for roads assumes flat ground and clear views. Farms bring dust, spray, canopy, and uneven terrain.
The fix starts with synced LiDAR, camera, and radar labels that record what each sensor could and couldn’t see: imerit.ai/resources/bl...
#SensorFusion #LiDAR
The fix starts with synced LiDAR, camera, and radar labels that record what each sensor could and couldn’t see: imerit.ai/resources/bl...
#SensorFusion #LiDAR
Sie liefern unterschiedliche Informationen und ergänzen sich. Genau deshalb kombiniert man sie in einer Sensorfusion, statt einen einzelnen Sensortyp zum Allheilmittel zu erklären (außer Tesla). Und Kameras liefern zwar nur 2D-Bilder, aber das Stichwort ist Stereoskopie.
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November 2, 2026 at 5:11 PM
Sie liefern unterschiedliche Informationen und ergänzen sich. Genau deshalb kombiniert man sie in einer Sensorfusion, statt einen einzelnen Sensortyp zum Allheilmittel zu erklären (außer Tesla). Und Kameras liefern zwar nur 2D-Bilder, aber das Stichwort ist Stereoskopie.
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#MAV
Elastic factor-graph fusion of inertial, visual, laser, and GNSS observations cuts micro air vehicle trajectory errors under sensor degradation.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0013
#FactorGraph #SensorFusion #Navigation
Elastic factor-graph fusion of inertial, visual, laser, and GNSS observations cuts micro air vehicle trajectory errors under sensor degradation.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0013
#FactorGraph #SensorFusion #Navigation
October 10, 2026 at 6:03 PM
#MAV
Elastic factor-graph fusion of inertial, visual, laser, and GNSS observations cuts micro air vehicle trajectory errors under sensor degradation.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0013
#FactorGraph #SensorFusion #Navigation
Elastic factor-graph fusion of inertial, visual, laser, and GNSS observations cuts micro air vehicle trajectory errors under sensor degradation.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0013
#FactorGraph #SensorFusion #Navigation
HOW FAR DOES IT GO?
Sound is only one layer. Magnetic, radar, fiber optic, and emerging sensors can add pieces to the picture.
But AI can only process what sensors capture. The deep ocean remains difficult to see.
#OceanSurveillance #SensorFusion #MilitaryOceanography #AntiSubmarineWarfare
Sound is only one layer. Magnetic, radar, fiber optic, and emerging sensors can add pieces to the picture.
But AI can only process what sensors capture. The deep ocean remains difficult to see.
#OceanSurveillance #SensorFusion #MilitaryOceanography #AntiSubmarineWarfare
October 8, 2026 at 10:52 AM
HOW FAR DOES IT GO?
Sound is only one layer. Magnetic, radar, fiber optic, and emerging sensors can add pieces to the picture.
But AI can only process what sensors capture. The deep ocean remains difficult to see.
#OceanSurveillance #SensorFusion #MilitaryOceanography #AntiSubmarineWarfare
Sound is only one layer. Magnetic, radar, fiber optic, and emerging sensors can add pieces to the picture.
But AI can only process what sensors capture. The deep ocean remains difficult to see.
#OceanSurveillance #SensorFusion #MilitaryOceanography #AntiSubmarineWarfare
The open data is not the submarine. It is the sound map.
~4,000 Argo floats measure temperature and salinity.
These metrics map how sound travels, where sonar performs best, and where to look.
Open data. Closed models.
#OceanSensing #SensorFusion #Oceanography #SonarSystems #DataDriven
~4,000 Argo floats measure temperature and salinity.
These metrics map how sound travels, where sonar performs best, and where to look.
Open data. Closed models.
#OceanSensing #SensorFusion #Oceanography #SonarSystems #DataDriven
October 5, 2026 at 8:34 AM
The open data is not the submarine. It is the sound map.
~4,000 Argo floats measure temperature and salinity.
These metrics map how sound travels, where sonar performs best, and where to look.
Open data. Closed models.
#OceanSensing #SensorFusion #Oceanography #SonarSystems #DataDriven
~4,000 Argo floats measure temperature and salinity.
These metrics map how sound travels, where sonar performs best, and where to look.
Open data. Closed models.
#OceanSensing #SensorFusion #Oceanography #SonarSystems #DataDriven
Six sensors. None is perfect.
Each catches a different trace, each has a different weakness.
The real question is not whether one sensor can find a submarine.
It is whether six weak clues can become one strong case.
#SensorFusion #DistributedSensing #AntiSubmarineWarfare #FutureWarfare
Each catches a different trace, each has a different weakness.
The real question is not whether one sensor can find a submarine.
It is whether six weak clues can become one strong case.
#SensorFusion #DistributedSensing #AntiSubmarineWarfare #FutureWarfare
October 5, 2026 at 8:28 AM
Six sensors. None is perfect.
Each catches a different trace, each has a different weakness.
The real question is not whether one sensor can find a submarine.
It is whether six weak clues can become one strong case.
#SensorFusion #DistributedSensing #AntiSubmarineWarfare #FutureWarfare
Each catches a different trace, each has a different weakness.
The real question is not whether one sensor can find a submarine.
It is whether six weak clues can become one strong case.
#SensorFusion #DistributedSensing #AntiSubmarineWarfare #FutureWarfare
Als deutscher Analyist: Saab modernisiert AEW&C (GlobalEye). Ich beobachte $SAABF und SAAB-B.ST. AESA, Sensorfusion, Datalinks stärken NATO C2; Nachschub/MRO bleiben Risikofaktor. Echo Battle of Britain. https://www.airforce-technology.com/news/saab-canada-globaleye-deal/
October 4, 2026 at 12:08 PM
Als deutscher Analyist: Saab modernisiert AEW&C (GlobalEye). Ich beobachte $SAABF und SAAB-B.ST. AESA, Sensorfusion, Datalinks stärken NATO C2; Nachschub/MRO bleiben Risikofaktor. Echo Battle of Britain. https://www.airforce-technology.com/news/saab-canada-globaleye-deal/
#Lidar that captures color at the silicon level, not fused from a camera afterward, but born colored. Ouster's REV8 might reshape the whole sensor-fusion stack. Wrote about why it's a bigger deal than a spec bump:
cmodi306.medium.com/when-lidar-l...
#Robotics #SensorFusion #AutonomousVehicles
cmodi306.medium.com/when-lidar-l...
#Robotics #SensorFusion #AutonomousVehicles
When Lidar Learned to See in Color: A Look at the Ouster REV8
If you’ve followed my other posts, you know I spend a lot of time staring at point clouds. So when Ouster announced a lidar that captures…
cmodi306.medium.com
September 13, 2026 at 8:52 AM
#Lidar that captures color at the silicon level, not fused from a camera afterward, but born colored. Ouster's REV8 might reshape the whole sensor-fusion stack. Wrote about why it's a bigger deal than a spec bump:
cmodi306.medium.com/when-lidar-l...
#Robotics #SensorFusion #AutonomousVehicles
cmodi306.medium.com/when-lidar-l...
#Robotics #SensorFusion #AutonomousVehicles
#defence
Finnish company Sensorfusion builds drone interceptor factories that fit inside a shipping container : makes 50 interceptor drones a day
(Yes, Mikko Hyppönen of w/f-secure works for them ;-)
...but they also do more (next post)
youtube.com/shorts/va8Bs...
Finnish company Sensorfusion builds drone interceptor factories that fit inside a shipping container : makes 50 interceptor drones a day
(Yes, Mikko Hyppönen of w/f-secure works for them ;-)
...but they also do more (next post)
youtube.com/shorts/va8Bs...
Tactical Drone Factory #dronedefense
YouTube video by Sensofusion
youtube.com
September 9, 2026 at 12:44 PM
#defence
Finnish company Sensorfusion builds drone interceptor factories that fit inside a shipping container : makes 50 interceptor drones a day
(Yes, Mikko Hyppönen of w/f-secure works for them ;-)
...but they also do more (next post)
youtube.com/shorts/va8Bs...
Finnish company Sensorfusion builds drone interceptor factories that fit inside a shipping container : makes 50 interceptor drones a day
(Yes, Mikko Hyppönen of w/f-secure works for them ;-)
...but they also do more (next post)
youtube.com/shorts/va8Bs...
... Sensorfusion also makes drone detection systems, and now they acquired an aircraft builder and satellite building expertise, they plan build UAVs and satellites with drone detection hardware.
Their bonus feature: detect drone pilot locations
youtu.be/ZIMVmYzARiE?...
Their bonus feature: detect drone pilot locations
youtu.be/ZIMVmYzARiE?...
Walkthrough at Sensofusion
YouTube video by Sensofusion
youtu.be
September 9, 2026 at 12:44 PM
... Sensorfusion also makes drone detection systems, and now they acquired an aircraft builder and satellite building expertise, they plan build UAVs and satellites with drone detection hardware.
Their bonus feature: detect drone pilot locations
youtu.be/ZIMVmYzARiE?...
Their bonus feature: detect drone pilot locations
youtu.be/ZIMVmYzARiE?...
Mikko notes:
1. Newer Russian drones have up to eight different geo position system sensors for detecting the correct position
2. Speed of development : Sensorfusion sends antidrone software updates > once a week.
@jmkorhonen.fi @tapani-hopkins.bsky.social @jussijk.bsky.social (see post above too)
1. Newer Russian drones have up to eight different geo position system sensors for detecting the correct position
2. Speed of development : Sensorfusion sends antidrone software updates > once a week.
@jmkorhonen.fi @tapani-hopkins.bsky.social @jussijk.bsky.social (see post above too)
September 9, 2026 at 3:16 PM
Mikko notes:
1. Newer Russian drones have up to eight different geo position system sensors for detecting the correct position
2. Speed of development : Sensorfusion sends antidrone software updates > once a week.
@jmkorhonen.fi @tapani-hopkins.bsky.social @jussijk.bsky.social (see post above too)
1. Newer Russian drones have up to eight different geo position system sensors for detecting the correct position
2. Speed of development : Sensorfusion sends antidrone software updates > once a week.
@jmkorhonen.fi @tapani-hopkins.bsky.social @jussijk.bsky.social (see post above too)
I like the idea that the development of interceptor tech is 'outsourced' to Sensorfusion, and that the inventory of hardware for eg countries, and of course the development, is a minimal cost to countries.
Reduces a lot of worries about long term investment into drone h/w
Reduces a lot of worries about long term investment into drone h/w
September 9, 2026 at 1:18 PM
I like the idea that the development of interceptor tech is 'outsourced' to Sensorfusion, and that the inventory of hardware for eg countries, and of course the development, is a minimal cost to countries.
Reduces a lot of worries about long term investment into drone h/w
Reduces a lot of worries about long term investment into drone h/w
Physical AI schließt den Regelkreis: Wahrnehmen, verstehen, entscheiden und handeln werden zu einem durchgängigen Prozess in der realen Welt.
Fünf Fundamente: Sensorik und Sensorfusion, Edge Intelligence, KI-Modelle, 5G/6G-Konnektivität sowie adaptive Robotik.
ap-verlag.de/wenn-maschin...
Fünf Fundamente: Sensorik und Sensorfusion, Edge Intelligence, KI-Modelle, 5G/6G-Konnektivität sowie adaptive Robotik.
ap-verlag.de/wenn-maschin...
September 9, 2026 at 5:39 PM
Physical AI schließt den Regelkreis: Wahrnehmen, verstehen, entscheiden und handeln werden zu einem durchgängigen Prozess in der realen Welt.
Fünf Fundamente: Sensorik und Sensorfusion, Edge Intelligence, KI-Modelle, 5G/6G-Konnektivität sowie adaptive Robotik.
ap-verlag.de/wenn-maschin...
Fünf Fundamente: Sensorik und Sensorfusion, Edge Intelligence, KI-Modelle, 5G/6G-Konnektivität sowie adaptive Robotik.
ap-verlag.de/wenn-maschin...
Lose satellite signal indoors, and your phone's camera reads the ceiling lights instead!
Read the full article on IEEE Sensors Alert.
ieee-sensorsalert.org/articles/sea...
#IEEESensorsAlert #IEEESensors #IndoorPositioning #VisibleLightPositioning #SensorFusion #PedestrianDeadReckoning
Read the full article on IEEE Sensors Alert.
ieee-sensorsalert.org/articles/sea...
#IEEESensorsAlert #IEEESensors #IndoorPositioning #VisibleLightPositioning #SensorFusion #PedestrianDeadReckoning
September 3, 2026 at 5:55 PM
Lose satellite signal indoors, and your phone's camera reads the ceiling lights instead!
Read the full article on IEEE Sensors Alert.
ieee-sensorsalert.org/articles/sea...
#IEEESensorsAlert #IEEESensors #IndoorPositioning #VisibleLightPositioning #SensorFusion #PedestrianDeadReckoning
Read the full article on IEEE Sensors Alert.
ieee-sensorsalert.org/articles/sea...
#IEEESensorsAlert #IEEESensors #IndoorPositioning #VisibleLightPositioning #SensorFusion #PedestrianDeadReckoning
Ich analysi: Thales HO.PA $THLLY-Sensorfusion (Kursk-Lehre) stärkt Beschaffug; Buy+30%. https://www.reuters.com/business/aerospace-defense/defence-group-thales-announces-deal-supply-optronics-vision-systems-germany-2026-07-21/
September 3, 2026 at 5:01 AM
Ich analysi: Thales HO.PA $THLLY-Sensorfusion (Kursk-Lehre) stärkt Beschaffug; Buy+30%. https://www.reuters.com/business/aerospace-defense/defence-group-thales-announces-deal-supply-optronics-vision-systems-germany-2026-07-21/
Kurz: Leonardo LDO.MI $FINMY - M-346, Sensorfusion, UAS Int.; Kursk, NATO-relevant. https://defence-industry.eu/leonardo-ceo-says-baykar-drone-venture-begins-aircraft-integration-in-italy-with-first-customer-deliveries-due-this-year/
September 1, 2026 at 1:03 PM
Kurz: Leonardo LDO.MI $FINMY - M-346, Sensorfusion, UAS Int.; Kursk, NATO-relevant. https://defence-industry.eu/leonardo-ceo-says-baykar-drone-venture-begins-aircraft-integration-in-italy-with-first-customer-deliveries-due-this-year/
Ich beobachte $FINMY (LDO.MI). Leonardo liefert M-346, C5ISR und UAS-Integration. Kursk-Lehre: Sensorfusion entscheidet. Kaufen +30% 12M. https://defence-industry.eu/leonardo-ceo-says-baykar-drone-venture-begins-aircraft-integration-in-italy-with-first-customer-deliveries-due-this-year/
August 30, 2026 at 5:05 AM
Ich beobachte $FINMY (LDO.MI). Leonardo liefert M-346, C5ISR und UAS-Integration. Kursk-Lehre: Sensorfusion entscheidet. Kaufen +30% 12M. https://defence-industry.eu/leonardo-ceo-says-baykar-drone-venture-begins-aircraft-integration-in-italy-with-first-customer-deliveries-due-this-year/
Als deutscher Analyst sehe ich $BAESY: BAE Systems (BA.L) dominiert C5ISR, EW und Marine‑Sustainment. USS Boxer Auftrag bestätigt industrielle Resilienz; Kursk‑Lehre: Sensorfusion entscheidet. Klar kaufen, 12M +25%. https://www.naval-technology.com/news/bae-systems-uss-boxer/
August 29, 2026 at 1:09 PM
Als deutscher Analyst sehe ich $BAESY: BAE Systems (BA.L) dominiert C5ISR, EW und Marine‑Sustainment. USS Boxer Auftrag bestätigt industrielle Resilienz; Kursk‑Lehre: Sensorfusion entscheidet. Klar kaufen, 12M +25%. https://www.naval-technology.com/news/bae-systems-uss-boxer/
Als deutscher Analytiker: Saab liefert MEKO C5ISR und Gripen/GlobalEye Sensorfusion; $SAABF klar unterbewertet. Kaufen +30% 12M. integriete analysi. https://www.naval-technology.com/news/saab-german-navy-meko-frigates/
August 29, 2026 at 5:03 AM
Als deutscher Analytiker: Saab liefert MEKO C5ISR und Gripen/GlobalEye Sensorfusion; $SAABF klar unterbewertet. Kaufen +30% 12M. integriete analysi. https://www.naval-technology.com/news/saab-german-navy-meko-frigates/
#MAV
Adaptive sliding mode control with bio-inspired rocker gear cuts UAV tracking error by 77% versus PID, while LiDAR terrain scanning achieves 96% recognition accuracy.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0001
#UAVLanding #AdaptiveControl #SensorFusion #LiDAR
Adaptive sliding mode control with bio-inspired rocker gear cuts UAV tracking error by 77% versus PID, while LiDAR terrain scanning achieves 96% recognition accuracy.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0001
#UAVLanding #AdaptiveControl #SensorFusion #LiDAR
August 28, 2026 at 4:42 PM
#MAV
Adaptive sliding mode control with bio-inspired rocker gear cuts UAV tracking error by 77% versus PID, while LiDAR terrain scanning achieves 96% recognition accuracy.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0001
#UAVLanding #AdaptiveControl #SensorFusion #LiDAR
Adaptive sliding mode control with bio-inspired rocker gear cuts UAV tracking error by 77% versus PID, while LiDAR terrain scanning achieves 96% recognition accuracy.
Details: https://www.maxapress.com/article/doi/10.48130/mav-0026-0001
#UAVLanding #AdaptiveControl #SensorFusion #LiDAR
Als Analyst: Saab liefert C5ISR für MEKO A-200 DEU; Kursk-Lehre: Feuerführung zentral. Gripen+GlobalEye = Sensorfusion. $SAABF, SAAB-B.ST undervalued - Buy +30% 12M. https://www.naval-technology.com/news/saab-german-navy-meko-frigates/
August 27, 2026 at 9:08 AM
Als Analyst: Saab liefert C5ISR für MEKO A-200 DEU; Kursk-Lehre: Feuerführung zentral. Gripen+GlobalEye = Sensorfusion. $SAABF, SAAB-B.ST undervalued - Buy +30% 12M. https://www.naval-technology.com/news/saab-german-navy-meko-frigates/
Space robotics runs on one thing: precise motion feedback. 🚀🤖
know more:zurl.co/l5xU1
#SmidnyaTechnologies #Encoders #SpaceRovers #SpaceTech #Robotics #MotionControl #ClosedLoopControl #AutonomousSystems #Mechatronics #SensorFusion #Engineering #FutureTechnology
know more:zurl.co/l5xU1
#SmidnyaTechnologies #Encoders #SpaceRovers #SpaceTech #Robotics #MotionControl #ClosedLoopControl #AutonomousSystems #Mechatronics #SensorFusion #Engineering #FutureTechnology
March 7, 2026 at 9:58 AM
Space robotics runs on one thing: precise motion feedback. 🚀🤖
know more:zurl.co/l5xU1
#SmidnyaTechnologies #Encoders #SpaceRovers #SpaceTech #Robotics #MotionControl #ClosedLoopControl #AutonomousSystems #Mechatronics #SensorFusion #Engineering #FutureTechnology
know more:zurl.co/l5xU1
#SmidnyaTechnologies #Encoders #SpaceRovers #SpaceTech #Robotics #MotionControl #ClosedLoopControl #AutonomousSystems #Mechatronics #SensorFusion #Engineering #FutureTechnology
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Im autonomen Fahren dominieren transformerbasierte Vision- und Multimodal-Architekturen. Diese haben Vorteile bei globaler Szeneninterpretation und Sensorfusion, sind jedoch rechenintensiver als CNNs. In sicherheitskritischen Echtzeitsystemen werden daher häufig hybride Modelle eingesetzt.
Im autonomen Fahren dominieren transformerbasierte Vision- und Multimodal-Architekturen. Diese haben Vorteile bei globaler Szeneninterpretation und Sensorfusion, sind jedoch rechenintensiver als CNNs. In sicherheitskritischen Echtzeitsystemen werden daher häufig hybride Modelle eingesetzt.
February 28, 2026 at 7:38 AM
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Im autonomen Fahren dominieren transformerbasierte Vision- und Multimodal-Architekturen. Diese haben Vorteile bei globaler Szeneninterpretation und Sensorfusion, sind jedoch rechenintensiver als CNNs. In sicherheitskritischen Echtzeitsystemen werden daher häufig hybride Modelle eingesetzt.
Im autonomen Fahren dominieren transformerbasierte Vision- und Multimodal-Architekturen. Diese haben Vorteile bei globaler Szeneninterpretation und Sensorfusion, sind jedoch rechenintensiver als CNNs. In sicherheitskritischen Echtzeitsystemen werden daher häufig hybride Modelle eingesetzt.
