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For questions related to object recognition, which is the problem of determining the type/class/category of an object in the image, so object recognition could also be called object classification. This is different from object detection, which is either used to refer to object localization (i.e. find the coordinates of the object in the image) + object classification, or just object localization.

3 votes

Can translational invariance of CNNs be unwanted if object is likely in certain positions?

According to your example: Trees will likely be in the bottom half of the image. Still, you will not know whether there will be one, two or five trees. Thanks to translation invariance property of CN …
don_pablito's user avatar
4 votes
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How can I develop an object detection system that counts the number of objects and determine...

If you want to get experience, you should probably start with some easier task. Object detection and localization are relatively hard and writing a neural network and image processing pipeline from sc …
don_pablito's user avatar