EfficientDet: Scalable and Efficient Object Detection

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 BENCHMARK
Real-Time Object Detection COCO EfficientDet-D3 (single-scale) MAP 47.5 # 3
FPS 36 # 7
Real-Time Object Detection COCO EfficientDet-D7x (single-scale) MAP 55.1 # 1
FPS 6.5 # 14
Object Detection COCO minival EfficientDet-D7x (single-scale) box AP 54.4 # 1
AP50 73.4 # 1
AP75 59.0 # 1
APS 40.0 # 1
APM 58.0 # 1
APL 67.9 # 2
Object Detection COCO test-dev EfficientDet-D7(single-scale) box AP 53.7 # 7
AP50 72.4 # 6
AP75 58.4 # 9
APM 57.0 # 7
APL 66.3 # 8
Object Detection COCO test-dev EfficientDet-D7x (single-scale) box AP 55.1 # 3
AP50 74.3 # 1
AP75 59.9 # 5
APS 37.2 # 4
APM 57.9 # 5
APL 68.0 # 2

Methods used in the Paper