Kategori: multiclass classification
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Simple Image Classification with Keras
Keras logo There are several kind of image classification: Binary classification Multiclass classification Multi label classification Image generation method for training image.ImageGenerator.flow_from_directory() image.ImageGenerator.flow() Various models for training (built on model) Xception VGG16 VGG19 Resnet50 InceptionV3 InceptionResNetV2 MobileNet DenseNet NASNet MobileNetV2 Keras built in models usually have pre-trained weight on Imagenet, which significantly speeds up training,…
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Simple Multiclass Image Classification with Keras
This tutorial shows how to do multiclass image classification with Keras, using keras.preprocessing.image.flow_from_directory() to feed the image files for training and prediction. Plant Seedlings Classification dataset Prepare Directory Structure download dataset from https://www.kaggle.com/c/plant-seedlings-classification/data put original training files in <root>/data/train put original test files in <root>/data/test/0 . Caution: test files must be put into a…