A Small Target Detection Method Based on the Improved FCN Model

Table 5

AP value on COCO dataset.

Model	AP50	AP55	AP60	AP65	AP70	AP75
CNN	53.22	51.22	51.09	50.31	47.07	42.12
RNN	52.19	50.57	48.33	44.05	42.81	36.91
FCN	53.53	51.44	47.91	44.68	42.57	38.19
HR-FCN	55.21	53.21	50.53	48.65	45.45	43.38
Fast R-CNN	55.16	54.63	53.86	52.91	51.52	48.02
YOLOv3	57.84	57.46	55.98	53.84	52.24	51.59
STDN	54.75	51.75	49.91	47.50	44.11	38.67
Proposed	59.97	59.46	55.53	54.93	53.47	48.19