Evaluation of Object Surface Edge Profiles Detected with a 2-D Laser Scanning Sensor

Canopy edge profile detection is a critical component of plant recognition in variable-rate spray control systems. The accuracy of a high-speed 270° radial laser sensor was evaluated in detecting the surface edge profiles of six complex-shaped objects. These objects were toy balls with a pink smooth surface, light brown rectangular cardboard boxes, black and red texture surfaced basketballs, white smooth cylinders, and two different sized artificial plants. Evaluations included reconstructed three-dimensional (3-D) images for the object surfaces with the data acquired from the laser sensor at four different detection heights (0.25, 0.50, 0.75, and 1.00 m) above each object, five sensor travel speeds (1.6, 2.4, 3.2, 4.0, and 4.8 km h−1), and 8 to 15 horizontal distances to the sensor ranging from 0 to 3.5 m. Edge profiles of the six objects detected with the laser sensor were compared with images taken with a digital camera. The edge similarity score (ESS) was significantly affected by the horizontal distances of the objects, and the influence became weaker when the objects were placed closer to each other. The detection heights and travel speeds also influenced the ESS slightly. The overall average ESS ranged from 0.38 to 0.95 for all the objects under all the test conditions, thereby providing baseline information for the integration of the laser sensor into future development of greenhouse variable-rate spray systems to improve pesticide, irrigation, and nutrition application efficiencies through watering booms.

[1]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Masoud Salyani,et al.  Development of a laser scanner for measuring tree canopy characteristics: Phase 1. Prototype development , 2004 .

[3]  Naresh Pai,et al.  Regulating Airflow of Orchard Airblast Sprayer Based on Tree Foliage Density , 2009 .

[4]  P. J. Walklate,et al.  A laser scanning instrument for measuring crop geometry , 1989 .

[5]  D. E. Baker,et al.  Short-range lidar measurement of top fruit tree canopies for pesticide applications research in the United Kingdom , 1997, Defense, Security, and Sensing.

[6]  D. L. Reichard,et al.  An Automatic Intermittent Sprayer , 1981 .

[7]  Dinesh Manocha,et al.  Fast computation of generalized Voronoi diagrams using graphics hardware , 1999, SIGGRAPH.

[8]  J. Rosell,et al.  Sensitivity of tree volume measurement to trajectory errors from a terrestrial LIDAR scanner. , 2010 .

[9]  Li Sun,et al.  Detection of 3-D objects with a 2-D laser scanning sensor for greenhouse spray applications , 2018, Comput. Electron. Agric..

[10]  D. L. Reichard,et al.  Photoelectrically-Operated Intermittent Sprayers for the Insecticidal Control of Horticultural Insect Pests , 1980 .

[11]  D. L. Reichard,et al.  An Automatic Intermittent Sprayer: a New Approach to the Insecticidal Control of Horticultural Insect Pests , 1978 .

[12]  Hui Liu,et al.  Development of a Laser-Guided, Embedded-Computer-Controlled, Air-Assisted Precision Sprayer , 2017 .

[13]  Dinesh Manocha,et al.  Fast swept volume approximation of complex polyhedral models , 2003, SM '03.

[14]  Jitendra Malik,et al.  Scale-Space and Edge Detection Using Anisotropic Diffusion , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[15]  Heribert Koch,et al.  Einsatz eines Düsenverbandes und flächenbezogene Dosierung bei der Anwendung von Pflanzenschutzmitteln im Gewächshaus , 2003, Gesunde Pflanzen.

[16]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[17]  Heping Zhu,et al.  Comparing Greenhouse Handgun Delivery to Poinsettias by Spray Volume and Quality , 2008 .

[18]  Dirk Bartz,et al.  Virtual voyage: interactive navigation in the human colon , 1997, SIGGRAPH.

[19]  Sean Dougherty,et al.  Edge detector evaluation using empirical ROC curves , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[20]  K. C. Elliott,et al.  Electronic measurement of tree-row-volume , 1984 .

[21]  Hui Liu,et al.  EVALUATION OF A LASER SCANNING SENSOR IN DETECTION OF COMPLEX-SHAPED TARGETS FOR VARIABLE-RATE SPRAYER DEVELOPMENT , 2016 .

[22]  R. C. Derksen,et al.  A HISTORY OF AIR-BLAST SPRAYER DEVELOPMENT AND FUTURE PROSPECTS , 2008 .

[23]  A. Escolà,et al.  Obtaining the three-dimensional structure of tree orchards from remote 2D terrestrial LIDAR scanning , 2009 .

[24]  Heping Zhu,et al.  Performance Evaluation of a Newly Developed Variable-Rate Sprayer for Nursery Liner Applications , 2011 .

[25]  Dinesh Manocha,et al.  Fast and simple 2D geometric proximity queries using graphics hardware , 2001, I3D '01.

[26]  H. Y. Jeon,et al.  Development of a Variable-Rate Sprayer for Nursery Liner Applications , 2012 .

[27]  R. Maini Study and Comparison of Various Image Edge Detection Techniques , 2004 .

[28]  D. Manocha,et al.  Fast Distance Field Computation Using Graphics Hardware , 2010 .

[29]  C. R. Glass,et al.  Relationship between orchard tree crop structure and performance characteristics of an axial fan sprayer. , 2000 .

[30]  C. Lawrence Zitnick,et al.  Structured Forests for Fast Edge Detection , 2013, 2013 IEEE International Conference on Computer Vision.

[31]  Dinesh Manocha,et al.  Fast computation of database operations using graphics processors , 2005, SIGGRAPH Courses.

[32]  M. Nilsson Estimation of tree heights and stand volume using an airborne lidar system , 1996 .

[33]  R. C. Derksen,et al.  Coverage and Drift Produced by Air Induction and Conventional Hydraulic Nozzles Used for Orchard Applications , 2000 .

[34]  Jun Shen,et al.  Towards the unification of band-limited derivative operators for edge detection , 1993, Signal Process..

[35]  J. Galayda Edge Focusing , 1981, IEEE Transactions on Nuclear Science.

[36]  R. D. Brazee,et al.  Downwind Residues from Spraying a Semi-dwarf Apple Orchard , 1993 .

[37]  James H. Everitt,et al.  MEASURING CANOPY STRUCTURE WITH AN AIRBORNE LASER ALTIMETER , 1993 .

[38]  Amitabh Varshney,et al.  Controlled Topology Simplification , 1996, IEEE Trans. Vis. Comput. Graph..

[39]  Dinesh Manocha,et al.  Feature-sensitive subdivision and isosurface reconstruction , 2003, IEEE Visualization, 2003. VIS 2003..

[40]  Thomas G. Matney,et al.  Comparison of Optical Dendrometers for Prediction of Standing Tree Volume , 1999 .

[41]  D. Giles,et al.  “Smart” sprayer technology provides environmental and economic benefits in California orchards , 2011 .

[42]  Eduard Gregorio-Lopez,et al.  Characterisation of the LMS200 Laser Beam under the Influence of Blockage Surfaces. Influence on 3D Scanning of Tree Orchards , 2011, Sensors.

[43]  Heping Zhu,et al.  FOLIAR DEPOSITION AND OFF-TARGET LOSS WITH DIFFERENT SPRAY TECHNIQUES IN NURSERY APPLICATIONS , 2006 .

[44]  A. Escolà,et al.  Ultrasonic and LIDAR Sensors for Electronic Canopy Characterization in Vineyards: Advances to Improve Pesticide Application Methods , 2011, Sensors.

[45]  Edward S. Deutsch,et al.  On the Quantitative Evaluation of Edge Detection Schemes and their Comparison with Human Performance , 1975, IEEE Transactions on Computers.

[46]  W. M. Miller,et al.  Investigation of Laser and Ultrasonic Ranging Sensors for Measurements of Citrus Canopy Volume , 2002 .

[47]  Alexandre Escolà,et al.  Real-Time Tree-Foliage Surface Estimation Using a Ground Laser Scanner , 2007, IEEE Transactions on Instrumentation and Measurement.

[48]  Ronald N. Perry,et al.  Kizamu: a system for sculpting digital characters , 2001, SIGGRAPH.

[49]  S. I. Cho,et al.  AUTONOMOUS SPEED SPRAYER GUIDANCE USING MACHINE VISION AND FUZZY LOGIC , 1999 .

[50]  Mario Botsch,et al.  Feature sensitive surface extraction from volume data , 2001, SIGGRAPH.

[51]  Dinesh Manocha,et al.  Fast 3D Geometric Proximity Queries between Rigid and Deformable Models Using Graphics Hardware Acceleration , 2002 .

[52]  Dmitry B. Goldgof,et al.  An Objective Comparison Methodology of Edge Detection Algorithms Using a Structure from Motion Task , 1998, CVPR.

[53]  Joan Ramón Rosell Polo,et al.  A tractor-mounted scanning LIDAR for the non-destructive measurement of vegetative volume and surface area of tree-row plantations: A comparison with conventional destructive measurements , 2009 .

[54]  Frédéric Jurie,et al.  Groups of Adjacent Contour Segments for Object Detection , 2008, IEEE Trans. Pattern Anal. Mach. Intell..

[55]  H. E. Ozkan,et al.  Development of a Variable-Rate Sprayer with Laser Scanning Sensor to Synchronize Spray Outputs to Tree Structures , 2012 .

[56]  Djemel Ziou,et al.  Edge Detection Techniques-An Overview , 1998 .