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Orchid Classifier

Description: This model is trained to classify images of orchids into 52 different species. The dataset used for training contains images of various orchid species.

Model Architecture: The classifier is built using TensorFlow and Keras. It consists of a convolutional neural network (CNN) with multiple convolutional and pooling layers followed by fully connected layers for classification.

Dataset: The model is trained on the Orchids 52 Dataset, which can be accessed here.

Dependencies:

  • TensorFlow
  • numpy

Classes:

  • anoectochilus burmanicus rolfe
  • bulbophyllum auricomum lindl
  • bulbophyllum dayanum rchb
  • bulbophyllum lasiochilum par. & rchb
  • bulbophyllum limbatum
  • bulbophyllum longissimum (ridl.) ridl
  • bulbophyllum medusae (lindl.) rchb
  • bulbophyllum patens king ex hk.f
  • bulbophyllum rufuslabram
  • bulbophyllum siamensis rchb
  • calenthe rubens
  • chiloschista parishii seidenf
  • chiloschista viridiflora seidenf
  • cymbidium aloifolium (l.) sw
  • dendrobium chrysotoxum lindl
  • dendrobium farmeri paxt
  • dendrobium fimbriatum hook
  • dendrobium lindleyi steud
  • dendrobium pulchellum roxb
  • dendrobium pulchellum
  • dendrobium secundum bl-lindl
  • dendrobium senile par. & rchb.f
  • dendrobium signatum rchb. f
  • dendrobium thyrsiflorum rchb. f
  • dendrobium tortile lindl
  • dendrobium tortile
  • hygrochillus parishii var. marrioftiana (rchb.f.)
  • paphiopedilum bellatulum
  • paphiopedilum callosum
  • paphiopedilum charlesworthii
  • paphiopedilum concolor
  • paphiopedilum exul
  • paphiopedilum godefroyae
  • paphiopedilum gratrixianum
  • paphiopedilum henryanum
  • paphiopedilum intanon-villosum
  • paphiopedilum niveum (rchb.f.) stein
  • paphiopedilum parishii
  • paphiopedilum spicerianum
  • paphiopedilum sukhakulii
  • pelatantheria bicuspidata (rolfe ex downie) tang & wang
  • pelatantheria insectiflora (rchb.f.) ridl
  • phaius tankervilleae (banks ex i' heritier) blume
  • phalaenopsis cornucervi (breda) bl. & rchb.f
  • rhynchostylis gigantea (lindl.) ridl
  • trichoglottis orchideae (koern) garay
  • bulbophyllum auratum Lindl
  • bulbophyllum morphologorum Krzl
  • dendrobium cumulatum Lindl
  • maxiralia tenui folia
  • paphiopedilum vejvarutianum O. Gruss & Roellke
  • oncidium goldiana

Usage


pred=OrchidPredictorTensorFlow("orchids2.h5")
print(pred.predict("T_Rhynchostylis-gigantea-Lindl-Ridl-ช้างกระ_79.JPEG"))
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