Table 2 Comparison of detection results based on one-stage with and without EADF.

Models	Backbone	AP	\(AP_{50}\)	\(AP_{75}\)	\(AP_{S}\)	\(AP_{M}\)	\(AR_{1}\)	\(AR_{10}\)	\(AR_{100}\)	\(AR_{S}\)	\(AR_{M}\)
RetinaNet-EADF	ResNet-50	0.439	0.797	0.452	0.428	0.474	0.047	0.343	0.515	0.507	0.535
RetinaNet	ResNet-50	0.054	0.214	0.006	0.017	0.152	0.017	0.072	0.201	0.153	0.336
RetinaNet-EADF	ResNet-101	0.442	0.792	0.475	0.433	0.471	0.047	0.343	0.521	0.516	0.536
RetinaNet	ResNet-101	0.117	0.425	0.016	0.067	0.235	0.023	0.132	0.260	0.214	0.391
SSD-EADF	SSD300-VGG16	0.313	0.624	0.286	0.297	0.359	0.041	0.282	0.429	0.421	0.452
SSD	SSD300-VGG16	0.027	0.121	0.003	0.008	0.079	0.012	0.059	0.116	0.078	0.223
SSD-EADF	SSD512-VGG16	0.348	0.651	0.342	0.339	0.374	0.044	0.297	0.463	0.457	0.481
SSD	SSD512-VGG16	0.181	0.559	0.056	0.136	0.301	0.031	0.189	0.290	0.244	0.423

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