Faster R-CNN is a real-time object detection system. It builds upon previous R-CNN architectures by introducing a Region Proposal Network (RPN) that shares full-image convolutional features with the detection network, enabling nearly cost-free region proposals. This dramatically improves the speed compared to its predecessors, making it suitable for applications requiring faster processing, like video analysis and robotics.
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