EfficientDet: Scalable and Efficient Object Detection

20 Nov 2019Mingxing TanRuoming PangQuoc V. Le

Model efficiency has become increasingly important in computer vision. In this paper, we systematically study neural network architecture design choices for object detection and propose several key optimizations to improve efficiency... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Object Detection COCO minival EfficientDet-D7(single-scale) box AP 52.1 # 2
Object Detection COCO minival EfficientDet-D6(single-scale) box AP 51.3 # 4
Object Detection COCO minival EfficientDet-D4(single-scale) box AP 49.0 # 7
Object Detection COCO minival EfficientDet-D5(single-scale) box AP 50.5 # 6
Object Detection COCO test-dev EfficientDet-D3 + AA (EfficientNet-B3) box AP 44.3 # 29
Object Detection COCO test-dev EfficientDet-D2 + AA (EfficientNet-B2) box AP 41.1 # 45
Object Detection COCO test-dev EfficientDet-D1 + AA (EfficientNet-B1) box AP 38.3 # 62
Object Detection COCO test-dev EfficientDet-D0 + AA (EfficientNet-B0) box AP 32.4 # 79
Object Detection COCO test-dev EfficientDet-D7 + AA (EfficientNet-B7) box AP 51 # 7
Object Detection COCO test-dev EfficientDet-D6(single-scale) box AP 51.7 # 5
Object Detection COCO test-dev EfficientDet-D4(single-scale) box AP 49.4 # 12
Object Detection COCO test-dev EfficientDet-D5(single-scale) box AP 50.7 # 8
Object Detection COCO test-dev EfficientDet-D7(single-scale) box AP 52.6 # 2
AP50 71.6 # 5
AP75 56.9 # 4
APS 35.3 # 5
APM 55.9 # 3
APL 65.0 # 3
Object Detection COCO test-dev EfficientDet-D6 + AA (EfficientNet-B6) box AP 50.6 # 9
Object Detection COCO test-dev EfficientDet-D5 + AA (EfficientNet-B5) box AP 49.8 # 11
Object Detection COCO test-dev EfficientDet-D4 + AA (EfficientNet-B4) box AP 46.6 # 19