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On COCO validation with matched baseline Faster R-CNN, replacing VGG-16 by ResNet-101 raises mAP@0.5 from 41.5% to 48.4% and COCO-standard mAP@[.5,.95] from 21.2% to 27.2%. The latter is reported as a 6.0-point absolute and 28% relative improvement, nearly as large in absolute terms as the 6.9-point mAP@0.5 gain. · CiteArk