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Semantic_Segmentation.ipynb
can i apply for road , if yes can u provide some guidance?
Yes, but you must have (many) training examples for roads at or near the 1m resolution of the NAIP imagery
Can I use it for malaria cell segmentation?
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Thanks. There are no shapefile polygons involved in the semantic classification image. It is simply a masked overlay of the pixels classified as "buildings". There are methods to generate bounding polygons from pixel "blobs", but I have no experience with them.