Hello,can anyone tell me how to find out if a mushroom has disease?
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In this image can anyone tell me how to find out if a mushroom is diseased?
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Adam Danz
2021-9-17
One of the main problems is that disease does not present itself as a uniform pattern. Some fungal diseases form bubbles on the mushroom, others change the texture of the mushroom or forms networks of webs around the mustroom. This is explained in the link below. For single, cropped mustrooms, a deep learning could classify the mushroom according to these learned patterns if the entire fungal component is included within the crop which is itself a challenge. For groups of mushrooms, bubbles could be incorrectly identified when background mushrooms overlap in the 2D image. These issues make the problem a tough one to solve.
There is existing literature on mushroom classificiation that could serves as a useful starting point but again, it's quite a large task.
- https://tuomonieminen.github.io/deep-shrooms/
- https://towardsdatascience.com/computer-vision-lets-classify-mushrooms-6b3abe1561eb
- https://www.researchgate.net/publication/339306595_Image_Analysis_of_Mushroom_Types_Classification_by_Convolution_Neural_Networks
- https://www.kaggle.com/maysee/mushrooms-classification-common-genuss-images
- https://dl.acm.org/doi/10.1145/3375959.3375982
- http://article.nadiapub.com/IJCA/vol10_no11/6.pdf
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Image Analyst
2021-9-17
I suggest you try deep learning. Input dozens or hundreds of images you say are healthy and an approximately equal number that are diseased. Train the deep learning model to classify it. It will figure out what it needs and give you the answer.
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