object_detection.md

Evaluated Object Detection Models

Method	Backbone	Epoch	Link to Config	Model	Detections	LRP Results	oLRP↓	oLRPLoc↓	oLRPFP↓	oLRPFN↓	APC↑	AP50↑	AP75↑	ARC100↑
SSD-300	VGG-16	120	mmdetection	model	json	txt	78.4	20.6	37.1	57.9	25.6	43.8	26.3	37.5
SSD-512	VGG-16	120	mmdetection	model	json	txt	75.4	19.7	32.8	53.6	29.4	49.3	31.0	42.5
RetinaNet	R50	12	detectron	model	json	txt	71.0	17.0	29.1	50.0	35.7	54.7	38.5	52.0
RetinaNet	R50	24	detectron	model	json	txt	70.6	17.1	28.4	49.6	35.7	54.9	38.2	51.4
RetinaNet	X101	24	detectron	model	json	txt	67.5	16.1	24.5	46.3	39.2	59.2	41.8	53.5
ATSS	R50	12	mmdetection	model	json	txt	68.6	15.4	30.3	46.6	39.4	57.6	42.8	58.3
RetinaNet	X101	12	detectron	model	json	txt	67.6	16.1	25.3	46.2	39.8	59.5	43.0	54.8
NAS-FPN	R50	50	mmdetection	model	json	txt	66.7	14.8	26.6	46.3	40.5	58.4	43.1	55.6
GHM	X101	12	mmdetection	model	json	txt	66.3	15.6	27.1	44.2	41.4	60.9	44.2	57.7
FreeAnchor	X101	12	mmdetection	model	json	txt	66.0	15.2	26.4	44.5	41.9	61.0	45.0	58.6
FCOS	X101	24	mmdetection	model	json	txt	64.4	14.9	25.4	41.9	42.5	62.1	45.7	58.2
RPDet	X101	24	mmdetection	model	json	txt	63.3	15.4	23.4	39.5	44.2	65.5	47.8	58.7
aLRP Loss	X101	100	aLRP Loss	model	json	txt	62.5	15.1	23.2	39.5	45.4	66.6	48.0	60.3
Faster R-CNN	R50	24	detectron	model	json	txt	68.8	17.4	25.7	45.4	37.9	59.3	41.1	51.0
Faster R-CNN	R101	12	detectron	model	json	txt	67.6	17.2	24.2	44.3	39.4	61.2	43.4	52.6
Faster R-CNN	R101	24	detectron	model	json	txt	67.3	16.8	25.5	43.4	39.8	61.3	43.3	52.5
Faster R-CNN	X101	12	detectron	model	json	txt	66.2	17.1	24.9	41.5	41.3	63.7	44.7	54.6
Libra R-CNN	X101	12	mmdetection	model	json	txt	65.1	15.8	24.3	41.6	42.7	63.7	46.9	56.0
Grid R-CNN	X101	24	mmdetection	model	json	txt	64.2	14.4	24.7	42.3	43.0	61.6	46.7	56.7
Guided Anchoring	X101	12	mmdetection	model	json	txt	64.4	14.8	25.6	41.8	43.9	63.7	48.3	59.9
Cascade R-CNN	X101	20	mmdetection	model	json	txt	63.3	14.3	25.4	41.0	44.5	63.2	48.5	56.9
Cascade R-CNN	X101	12	mmdetection	model	json	txt	63.2	14.4	23.9	40.9	44.7	63.6	48.9	57.4