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Shape is the most popular feature used in plant leaf identification, be it manual or automatic plant identification. In this paper, a study is conducted to investigate the most contributing features among three low-level features for plant leaf identification. Intraand inter-class identification are conducted using 455 herbal medicinal plant leaves, with 70% allocated for training and 30% for testing dataset. Shape feature is extracted using Scale Invariant Feature Transform (SIFT); colour isdoi:10.1016/j.procs.2015.12.287 fatcat:t7ynqbwxjjgkzhjb3zwcuvyjf4