Region Proposal by Guided Anchoring

CVPR 2019 Jiaqi WangKai ChenShuo YangChen Change LoyDahua Lin

Region anchors are the cornerstone of modern object detection techniques. State-of-the-art detectors mostly rely on a dense anchoring scheme, where anchors are sampled uniformly over the spatial domain with a predefined set of scales and aspect ratios... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Region Proposal COCO test-dev GA-RPN (ResNet-50-FPN) AR100 59.2 # 1
AR1000 68.5 # 1
ARL 79 # 1
ARM 67.8 # 1
ARS 40.9 # 1
AR300 65.2 # 1
Object Detection COCO test-dev GA-Faster-RCNN box AP 39.8 # 58
AP50 59.2 # 62
AP75 43.5 # 60
APS 21.8 # 64
APM 42.6 # 58
APL 50.7 # 63

Methods used in the Paper