Learning Spatial Fusion for Single-Shot Object Detection

21 Nov 2019Songtao LiuDi HuangYunhong Wang

Pyramidal feature representation is the common practice to address the challenge of scale variation in object detection. However, the inconsistency across different feature scales is a primary limitation for the single-shot detectors based on feature pyramid... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Object Detection COCO test-dev YOLOv3 @800 + ASFF* (Darknet-53) box AP 43.9 # 22
Object Detection COCO test-dev YOLOv3 @800 + ASFF* (Darknet-53) AP50 64.1 # 20
Object Detection COCO test-dev YOLOv3 @800 + ASFF* (Darknet-53) AP75 49.2 # 15
Object Detection COCO test-dev YOLOv3 @800 + ASFF* (Darknet-53) APS 27.0 # 16
Object Detection COCO test-dev YOLOv3 @800 + ASFF* (Darknet-53) APM 46.6 # 18
Object Detection COCO test-dev YOLOv3 @800 + ASFF* (Darknet-53) APL 53.4 # 30