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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"))