TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Object Detection
|
COCO minival
|
FCOS (ResNet-50-FPN + improvements)
|
box AP
|
38.6
|
# 179
|
|
Object Detection
|
COCO minival
|
FCOS (ResNet-50-FPN + improvements)
|
AP50
|
57.4
|
# 96
|
|
Object Detection
|
COCO minival
|
FCOS (ResNet-50-FPN + improvements)
|
AP75
|
41.4
|
# 85
|
|
Object Detection
|
COCO minival
|
FCOS (ResNet-50-FPN + improvements)
|
APS
|
22.3
|
# 69
|
|
Object Detection
|
COCO minival
|
FCOS (ResNet-50-FPN + improvements)
|
APM
|
42.5
|
# 66
|
|
Object Detection
|
COCO minival
|
FCOS (ResNet-50-FPN + improvements)
|
APL
|
49.8
|
# 76
|
|
Object Detection
|
COCO-O
|
FCOS
(ResNet-50)
|
Average mAP
|
16.7
|
# 38
|
|
Object Detection
|
COCO-O
|
FCOS
(ResNet-50)
|
Effective Robustness
|
0.25
|
# 32
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
box mAP
|
42.0
|
# 174
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
AP50
|
60.4
|
# 128
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
AP75
|
45.3
|
# 119
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
APS
|
25.4
|
# 91
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
APM
|
45.0
|
# 110
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
APL
|
51.0
|
# 132
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (HRNet-W32-5l)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
box mAP
|
43.2
|
# 156
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
AP50
|
62.8
|
# 106
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
AP75
|
46.6
|
# 105
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
APS
|
26.5
|
# 83
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
APM
|
46.2
|
# 99
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
APL
|
53.3
|
# 115
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-101-64x4d-FPN)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
box mAP
|
42.7
|
# 166
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
AP50
|
62.2
|
# 113
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
AP75
|
46.1
|
# 115
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
APS
|
26.0
|
# 87
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
APM
|
45.6
|
# 102
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
APL
|
52.6
|
# 120
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-32x8d-101-FPN)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
box mAP
|
44.7
|
# 137
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
AP50
|
64.1
|
# 90
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
AP75
|
48.4
|
# 89
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
APS
|
27.6
|
# 71
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
APM
|
47.5
|
# 82
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
APL
|
55.6
|
# 96
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
|
Operations per network pass
|
None
|
# 1
|
|
2D Object Detection
|
SARDet-100K
|
FCOS
|
box mAP
|
49.8
|
# 7
|
|
Pedestrian Detection
|
TJU-Ped-campus
|
FCOS
|
R (miss rate)
|
31.89
|
# 4
|
|
Pedestrian Detection
|
TJU-Ped-campus
|
FCOS
|
RS (miss rate)
|
69.04
|
# 2
|
|
Pedestrian Detection
|
TJU-Ped-campus
|
FCOS
|
HO (miss rate)
|
81.28
|
# 5
|
|
Pedestrian Detection
|
TJU-Ped-campus
|
FCOS
|
R+HO (miss rate)
|
39.38
|
# 4
|
|
Pedestrian Detection
|
TJU-Ped-campus
|
FCOS
|
ALL (miss rate)
|
41.62
|
# 4
|
|
Pedestrian Detection
|
TJU-Ped-traffic
|
FCOS
|
R (miss rate)
|
24.35
|
# 6
|
|
Pedestrian Detection
|
TJU-Ped-traffic
|
FCOS
|
RS (miss rate)
|
37.40
|
# 3
|
|
Pedestrian Detection
|
TJU-Ped-traffic
|
FCOS
|
HO (miss rate)
|
63.73
|
# 6
|
|
Pedestrian Detection
|
TJU-Ped-traffic
|
FCOS
|
R+HO (miss rate)
|
28.86
|
# 5
|
|
Pedestrian Detection
|
TJU-Ped-traffic
|
FCOS
|
ALL (miss rate)
|
40.02
|
# 4
|
|