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Object Detection on PASCAL VOC 2007 (test) including Efficiency Metrics

81.8mAP

RefineDet

Updated 3d ago

Evaluation Results

Method
RefineDet 2019.04	81.8	-	-	-	-	24	-	-
DSSD 2019.04	81.5	-	-	-	-	5.5	-	-
CenterNet-DLA 2019.04	80.7	-	-	-	-	33	-	-
R-FCN 2019.04	80.5	-	-	-	-	9	-	-
Faster RCNN* 2019.04	79.8	-	-	-	-	5	-	-
CenterNet-DLA 2019.04	79.3	-	-	-	-	50	-	-
SSD 2019.04	78.9	-	-	-	-	19	-	-
CenterNet-Res101 2019.04	78.7	-	-	-	-	30	-	-
YOLOv2 2016.12	78.6	-	-	-	-	40	-	-
Yolov2 2019.04	78.6	-	-	-	-	40	-	-
YOLOv2 2016.12	77.8	-	-	-	-	59	-	-
CenterNet-Res101 2019.04	77.6	-	-	-	-	45	-	-
SSD500 2016.12	76.8	-	-	-	-	19	-	-
YOLOv2 2016.12	76.8	-	-	-	-	67	-	-
Faster R-CNN ResNet 2016.12	76.4	-	-	-	-	5	-	-
Faster RCNN 2019.04	76.4	-	-	-	-	5	-	-
CenterNet-Res18 2019.04	75.7	-	-	-	-	100	-	-
SSD300 2016.12	74.3	-	-	-	-	46	-	-
YOLOv2 2016.12	73.7	-	-	-	-	81	-	-
Faster R-CNN VGG-16 2015.06	73.2	-	-	-	-	7	-	-
Faster R-CNN VGG-16 2016.12	73.2	-	-	-	-	7	-	-
CenterNet-Res18 2019.04	72.6	-	-	-	-	142	-	-
Fast R-CNN 2015.06	70	-	-	-	-	0.5	-	-
Fast R-CNN 2016.12	70	-	-	-	-	0.5	-	-
YOLOv2 2016.12	69	-	-	-	-	91	-	-
Fast R-CNN 2015.04	66.9	9.5	8.8	0.32	146	-	-	-
Fast R-CNN 2015.04	66.6	-	-	0.22	213	-	-	-
YOLO VGG-16 2015.06	66.4	-	-	-	-	21	-	-
R CNN 2015.04	66	84	1	47	1	-	-	-
YOLO 2015.06	63.4	-	-	-	-	45	-	-
YOLO 2016.12	63.4	-	-	-	-	45	-	-
SPPnet 2015.04	63.1	25	3.4	2.3	20	-	-	-
Faster R-CNN ZF 2015.06	62.1	-	-	-	-	18	-	-
R CNN 2015.04	60.2	28	1	12.1	1	-	-	-
Fast R-CNN 2015.04	59.2	2	14	0.15	80	-	-	-
SPP-net 2014.06	59.2	-	-	0.382	24	-	0.293	0.089
Fast R-CNN 2015.04	58.7	-	-	0.08	150	-	-	-
R CNN 2015.04	58.5	22	1	9.8	1	-	-	-
R-CNN 2014.06	58.5	-	-	9.03	-	-	8.96	0.07
SPP-net 2014.06	58	-	-	0.142	64	-	0.053	0.089
Fast R-CNN 2015.04	57.1	1.2	18.3	0.1	98	-	-	-
Fast R-CNN 2015.04	56.5	-	-	0.06	169	-	-	-
SPP-net 2014.06	55.2	-	-	0.382	24	-	0.293	0.089
SPP-net 2014.06	54.5	-	-	0.142	64	-	0.053	0.089
R-CNN 2014.06	54.2	-	-	9.03	-	-	8.96	0.07
SPP-net 2014.06	53.7	-	-	0.382	24	-	0.293	0.089
R-CNN Minus R 2015.06	53.5	-	-	-	-	6	-	-
R-CNN 2014.06	53.1	-	-	9.03	-	-	8.96	0.07
Fast YOLO 2015.06	52.7	-	-	-	-	155	-	-
SPP-net 2014.06	52.3	-	-	0.142	64	-	0.053	0.089
R-CNN 2014.06	46.2	-	-	9.03	-	-	8.96	0.07
SPP-net 2014.06	44.9	-	-	0.382	24	-	0.293	0.089
SPP-net 2014.06	44.8	-	-	0.382	24	-	0.293	0.089
R-CNN 2014.06	44.2	-	-	9.03	-	-	8.96	0.07
SPP-net 2014.06	43	-	-	0.142	64	-	0.053	0.089
SPP-net 2014.06	42.5	-	-	0.142	64	-	0.053	0.089
Fastest DPM 2015.06	30.4	-	-	-	-	15	-	-
30Hz DPM 2015.06	26.1	-	-	-	-	30	-	-
100Hz DPM 2015.06	16	-	-	-	-	100	-	-