Anyone knows about research-related or industrial applications of CNN for HSI data in the food science field? Unlike SVM, KNN, and other "shallow" machine learning algorithms, the CNN enables taking advantages of the spatial information of HSI data.
Most published papers deal with extraction of deep spatial features for architecture classification and other domains. But in the literature, I don't find applications of this deep learning technique on food/agricultural products!
Thank you !
Article HSI-CNN: A Novel Convolution Neural Network for Hyperspectral Image
http://www.mdpi.com/2072-4292/10/2/299/pdf
https://www.hindawi.com/journals/js/2015/258619/
http://ieeexplore.ieee.org/document/8243039/
Conference Paper Hyperspectral image classification using two-channel deep co...
Hi,
I found this paper that maybe related with your research
”"Variety Identification of Single Rice Seed Using Hyperspectral Imaging Combined with Convolutional Neural Network"
http://www.mdpi.com/2076-3417/8/2/212/pdf
There are also several papers that discuss about plant disease recognition using HSI and CNN.
"Explaining hyperspectral imaging based plant disease identification: 3D CNN and saliency maps "
Links: https://arxiv.org/pdf/1804.08831.pdf
"Classifying Wheat Hyperspectral Pixels of Healthy Heads and Fusarium Head Blight Disease Using a Deep Neural Network in the Wild Field "
Links: https://res.mdpi.com/def50200dc1e333db4fc797d476b6adff985faf79860636a7cc3541a61034885c872bbcc2ce188cdcd5a4a69b06c6186212c0e3e60365998e7ba6cd4bb76b0ca24da6b0201dcd947667f1fe5ae018c36ab81b4484681dd834ad9650a6970e256a06e83d5ca81801ac364d24ad6ef9c908ce5f71327cb89b949ad7cf73756ed6baa30053b3ff8bb1d25471d45ce194f2345f866cf7d1c08aa5fd5009f4c3fbac604826e1f65?filename=&attachment=1
Hope it helps your research.
Spectral Classification of a Set of Hyperspectral Images using the Convolutional Neural Network, in a Single Training
July 2019 International Journal of Advanced Computer Science and Applications 10(6):245
DOI: 10.14569/IJACSA.2019.0100634
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