Video Object Detection on UA-DETRAC (test)

88.1Overall PerformanceFFAVOD-SpotNet with U-Net

Evaluation results

Method
FFAVOD-SpotNet with U-Net2021.09	88.1	97.82	92.84	79.14	91.25	89.55	82.85	91.72
SpotNet with U-Net2021.09	87.76	97.78	92.57	78.59	90.88	89.28	82.47	91.83
FFAVOD-CenterNet2021.09	86.85	97.47	92.58	76.51	89.76	89.52	80.8	90.91
SpotNet2020.02	86.8	97.58	92.57	76.58	89.38	89.53	80.93	91.42
SpotNet2021.09	86.8	97.58	92.57	76.58	89.38	89.53	80.93	91.42
Joint2021.09	83.8	—	—	—	—	—	—	—
CenterNet2020.02	83.48	96.5	90.15	71.46	85.01	88.82	77.78	88.73
CenterNet2021.09	83.48	96.5	90.15	71.46	85.01	88.82	77.78	88.73
Illuminating2021.09	80.76	94.56	85.9	69.72	87.19	80.68	71.06	89.74
FG-BR_Net2020.02	79.96	93.49	83.6	70.78	87.36	78.42	70.5	89.8
FG-BR_Net2021.09	79.96	93.49	83.6	70.78	87.36	78.42	70.5	89.8
HAT2020.02	78.64	93.44	83.09	68.04	86.27	78	67.97	88.78
HAT2021.09	78.64	93.44	83.09	68.04	86.27	78	67.97	88.78
GP-FRCNNm2020.02	77.96	92.74	82.39	67.22	83.23	77.75	70.17	86.56
GP-FRCNNm2021.09	77.96	92.74	82.39	67.22	83.23	77.75	70.17	86.56
MMA2021.09	74.88	—	—	—	—	—	—	—
Global2021.09	74.04	91.57	81.45	59.43	—	78.5	65.38	83.53
RN-VID2020.03	70.57	87.5	75.53	58.04	80.69	69.56	56.15	83.6
FFAVOD-RetinaNet2021.09	70.57	87.5	75.53	58.04	80.69	69.56	56.15	83.6
R-FCN2020.03	69.87	93.32	75.67	54.31	74.38	75.09	56.21	84.08
R-FCN2020.02	69.87	93.32	75.67	54.31	74.38	75.09	56.21	84.08
R-FCN2021.09	69.87	93.32	75.67	54.31	74.38	75.09	56.21	84.08
RN-VGG162020.03	69.14	86.82	73.7	56.74	79.88	66.57	55.21	82.09
RetinaNet2021.09	69.14	86.82	73.7	56.74	79.88	66.57	55.21	82.09
Perceiving Motion2021.09	69.1	90.49	75.21	53.53	83.66	73.97	56.11	72.15
EB2020.03	67.96	89.65	73.12	53.64	72.42	73.93	53.4	83.73
EB2020.02	67.96	89.65	73.12	53.64	72.42	73.93	53.4	83.73
EB2021.09	67.96	89.65	73.12	53.64	72.42	73.93	53.4	83.73
Faster R-CNN2020.03	58.45	82.75	63.05	44.25	66.29	69.85	45.16	62.34
Faster R-CNN2020.02	58.45	82.75	63.05	44.25	66.29	69.85	45.16	62.34
Faster R-CNN2021.09	58.45	82.75	63.05	44.25	66.29	69.85	45.16	62.34
YOLOv22020.03	57.72	83.28	62.25	42.44	57.97	64.53	47.84	69.75
YOLOv22020.02	57.72	83.28	62.25	42.44	57.97	64.53	47.84	69.75
YOLOv22021.09	57.72	83.28	62.25	42.44	57.97	64.53	47.84	69.75
RN-D2020.03	54.69	80.98	59.13	39.23	59.88	54.62	41.11	77.53
RN-D2020.02	54.69	80.98	59.13	39.23	59.88	54.62	41.11	77.53
RN-D2021.09	54.69	80.98	59.13	39.23	59.88	54.62	41.11	77.53
3D-DETNet2020.03	53.3	66.66	59.26	43.22	63.3	52.9	44.27	71.26
3D-DETnet2020.02	53.3	66.66	59.26	43.22	63.3	52.9	44.27	71.26
3D-DETnet2021.09	53.3	66.66	59.26	43.22	63.3	52.9	44.27	71.26