Scale-Aware Trident Networks for Object Detection

Scale variation is one of the key challenges in object detection. In this work, we first present a controlled experiment to investigate the effect of receptive fields for scale variation in object detection... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Object Detection COCO minival TridentNet (ResNet-101) box AP 42 # 31
AP50 63.5 # 16
AP75 45.5 # 21
APS 24.9 # 22
APM 47 # 15
APL 56.9 # 19
Object Detection COCO test-dev TridentNet (ResNet-101) box AP 42.7 # 46
AP50 63.6 # 42
AP75 46.5 # 49
APS 23.9 # 55
APM 46.6 # 46
APL 56.6 # 37
Object Detection COCO test-dev TridentNet (ResNet-101-Deformable, Image Pyramid) box AP 48.4 # 18
AP50 69.7 # 15
AP75 53.5 # 21
APS 31.8 # 19
APM 51.3 # 23
APL 60.3 # 21

Methods used in the Paper