I want to do object detection , normally we have a size of image 256 x 256 or 128 x 128 but what if we want to feed high resolution images to the model like 8000 x 6000 then How it could be done ?
Topic image image-preprocessing object-detection deep-learning
Category Data Science
The main idea is to use image pyramids in these situations to decompose an image into a set of spatial component images e.g., object detection with high-resolution images. If you are more interested in this topic, you can read this article: Object detection algorithm for high-resolution images based on convolutional neural network and multiscale processing
There is a good blog that explains well how to use pyramids in neural networks:
FPN — Feature Pyramid Network (Object Detection)
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