Resources

Traffic Count technology is based on applied research

X. Chen, S. Yongchareon, M. Knoche, “A review on computer vision and machine learning techniques for automated road surface defect and distress detection, Journal of Smart Cities and Society, vol. 1, no. 4, pp. 259-275, 2022

J. Thumm, J. Masino, M. Knoche, F. Gauterin, M. Reischl, “A novel approach to label road defects in video data: semi-automated video analysis”, International Journal on Smart Sensing and Intelligent Systems, March 2020

S. Zuev, A. Boerner, H. Zhang, I. Ernst, M. Knoche, R. Klette, “Mobile System for Road Inspection and 3D modelling”, International Transport (71), 1 2019

I. Baumbach, H. Zhang, S. Zuev, J. Wohlfeil, M. Knoche and R. Klette, “GPS and IMU Require Visual Odometry for Elevation Accuracy”, in Proc. Advanced Video and Signal-based Surveillance, 2018

I. Ernst, H. Zhang, S. Zuev, M. Knoche, A. Dhiman, H.-J. Chien, and R. Klette, “Large-scale 3D Roadside Modelling with Road Geometry Analysis: Digital Roads New Zealand”, in Proc. Pervasive Systems, Algorithms and Networks, 2018

H. Bahrami, M. Knoche, “Rural Road Condition Prediction , “A novel IoT and neural network approach”, ITS NZ T-Tech Conference Paper 2019H. Zhang, I. Ernst, S. Zuev, A. Börner, M. Knoche, and R. Klette, “Visual odometry and 3D point clouds under low-light conditions”, in IEEE Proc. Image Vision Computing New Zealand, doi: 10.1109/IVCNZ.2018.8634769, 2018

A ramp along a curved wall in the Kiasma Museu, Helsinki, Finland

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White abstract geometric artwork from Dresden, Germany