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The ,mask,-,rcnn, library requires that train, validation, and test datasets be managed by a mrcnn.utils.Dataset object. This means that a new class must be defined that extends the mrcnn.utils.Dataset class and defines a function to load the dataset, with any name you like such as load_dataset() ...
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Now we need to create a training configuration file. Because as my model of choice I will use faster_,rcnn,_inception, which just like a lot of other models can be downloaded from this page I will start with a sample config (faster_,rcnn,_inception_v2_pets.config), which can be found in the sample folder.
While for two-stage methods like ,Mask RCNN,, in the first stage, bounding boxes prone to contain objects are filtered first with the help of back/foreground classification and NMS, then in the second stage, feature patches corresponding to the selected anchors are aggregated …
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