Murgio/Food-Recipe-CNN
food image to recipe with deep convolutional neural networks.
Combines transfer learning from pre-trained CNNs (AlexNet, VGG, ResNet, GoogLeNet) with approximate nearest-neighbor search using PCA-reduced feature vectors to match food images against 400K+ images and retrieve recipes from a 300K+ German-language recipe dataset. The hybrid approach compares CNN category predictions with the top-5 optically similar images to improve recipe retrieval accuracy, addressing the challenge of visually similar dishes across different food categories. Built with Keras and deployed as DeepChef, a web application accepting meal photos as input.
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Dec 08, 2022
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