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16:45

2026-08-10

dev.to

computer-vision

How Two-Stage Object Detectors Went From 47 Seconds to Real-Time-Adjacent

A developer traces the evolution of two-stage object detectors from R-CNN's 47-second inference time to Faster R-CNN's near-real-time 5 FPS, highlighting key innovations like RoI Pooling and the Regio…

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R-CNN 1 Fast R-CNN 1 Faster R-CNN 1 Cascade R-CNN 1 Girshick 1 Selective Search 1 PASCAL VOC 1

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computer vision 1 machine learning 1 neural networks 1