Literature DB >> 32093006

Towards Low-Cost Hyperspectral Single-Pixel Imaging for Plant Phenotyping.

Mathieu Ribes1, Gaspard Russias2, Denis Tregoat2, Antoine Fournier1.   

Abstract

Hyperspectral imaging techniques have been expanding considerably in recent years. The cost of current solutions is decreasing, but these high-end technologies are not yet available for moderate to low-cost outdoor and indoor applications. We have used some of the latest compressive sensing methods with a single-pixel imaging setup. Projected patterns were generated on Fourier basis, which is well-known for its properties and reduction of acquisition and calculation times. A low-cost, moderate-flow prototype was developed and studied in the laboratory, which has made it possible to obtain metrologically validated reflectance measurements using a minimal computational workload. From these measurements, it was possible to discriminate plant species from the rest of a scene and to identify biologically contrasted areas within a leaf. This prototype gives access to easy-to-use phenotyping and teaching tools at very low-cost.

Entities:  

Keywords:  Fourier patterns; hyperspectral imaging; plant phenotyping; proximal sensing; single pixel imaging

Year:  2020        PMID: 32093006     DOI: 10.3390/s20041132

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  2 in total

1.  Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions.

Authors:  Andreas Holzinger; Anna Saranti; Alessa Angerschmid; Carl Orge Retzlaff; Andreas Gronauer; Vladimir Pejakovic; Francisco Medel-Jimenez; Theresa Krexner; Christoph Gollob; Karl Stampfer
Journal:  Sensors (Basel)       Date:  2022-04-15       Impact factor: 3.847

Review 2.  Presence and future of plant phenotyping approaches in biostimulant research and development.

Authors:  Nuria De Diego; Lukáš Spíchal
Journal:  J Exp Bot       Date:  2022-09-03       Impact factor: 7.298

  2 in total

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