2013 · 18 citations · 19 references
ComputingComputer SciencePlant SciencesComputer VisionPlant AnatomyPlant MorphologyObject RecognitionPlant IdentificationImage-based Plant IdentificationLeaf Margin AnalysisMachine Learning For Plant IdentificationShapeShape Context MatchingSpatial Correlation StructureSpatial Cross-correlation
In this paper, we propose an automatic approach for plant species identification, based on the visual information provided by the plant leaves. More precisely, we consider two sources of information: the leaf margin and the leaf salient points. We investigate two shape context based descriptors: the first one describes the leaf boundary while the second descriptor represents the spatial correlation between salient points of the leaf and its margin. We also study the performance of the fusion of these two descriptors on the Image-CLEF 2011 and 2012 leaf datasets. Experiments show the effectiveness and the efficiency of the proposed method.
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Fourier Descriptors for Plane Closed Curves
C. T. Zahn, Ralph Roskies · IEEE Transactions on Computers · 1972 · 1.9K citations
Leaf shape based plant species recognition
Ji‐Xiang Du · Applied Mathematics and Computation · 2006 · 301 citations