TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Semi-Supervised Instance Segmentation
|
COCO 10% labeled data
|
CenterMask2 (ResNet50)
|
mask AP
|
22.08
|
# 3
|
|
Semi-Supervised Instance Segmentation
|
COCO 1% labeled data
|
CenterMask2 (ResNet50)
|
mask AP
|
10.07
|
# 3
|
|
Semi-Supervised Instance Segmentation
|
COCO 2% labeled data
|
CenterMask2 (ResNet50)
|
mask AP
|
13.46
|
# 3
|
|
Semi-Supervised Instance Segmentation
|
COCO 5% labeled data
|
CenterMask2 (ResNet50)
|
mask AP
|
18.04
|
# 3
|
|
Instance Segmentation
|
COCO minival
|
CenterMask-VoVNetV2-99-3x
|
mask AP
|
40.2
|
# 71
|
|
Instance Segmentation
|
COCO minival
|
CenterMask-VoVNetV2-99 (multi-scale)
|
mask AP
|
42.5
|
# 61
|
|
Object Detection
|
COCO minival
|
Mask R-CNN (VoVNetV2-99, single-scale)
|
box AP
|
44.9
|
# 109
|
|
Object Detection
|
COCO minival
|
Mask R-CNN (VoVNetV2-99, single-scale)
|
APS
|
28.5
|
# 24
|
|
Object Detection
|
COCO minival
|
Mask R-CNN (VoVNetV2-99, single-scale)
|
APL
|
57.7
|
# 45
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNet99 (multi-scale)
|
box AP
|
48.6
|
# 81
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNet99 (multi-scale)
|
AP50
|
67.8
|
# 26
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNetV2-57 (single-scale)
|
box AP
|
44.6
|
# 115
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNetV2-57 (single-scale)
|
APS
|
27.7
|
# 27
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNetV2-57 (single-scale)
|
APM
|
48.3
|
# 25
|
|
Object Detection
|
COCO minival
|
CenterMask+X101-32x8d (single-scale)
|
box AP
|
44.4
|
# 120
|
|
Object Detection
|
COCO minival
|
CenterMask+X101-32x8d (single-scale)
|
APS
|
26.7
|
# 34
|
|
Object Detection
|
COCO minival
|
CenterMask+X101-32x8d (single-scale)
|
APL
|
57.1
|
# 49
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNetV2-99 (single-scale)
|
box AP
|
45.6
|
# 104
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNetV2-99 (single-scale)
|
APS
|
29.2
|
# 20
|
|
Object Detection
|
COCO minival
|
CenterMask+VoVNetV2-99 (single-scale)
|
APL
|
58.8
|
# 37
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (single-scale)
|
mask AP
|
40.6
|
# 65
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (single-scale)
|
AP50
|
62.3
|
# 20
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (single-scale)
|
AP75
|
44.1
|
# 14
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (single-scale)
|
APS
|
20.1
|
# 22
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (single-scale)
|
APM
|
42.8
|
# 17
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (single-scale)
|
APL
|
57.0
|
# 16
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + ResNet-101-FPN
|
mask AP
|
38.3
|
# 84
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + X101-32x8d (single-scale)
|
mask AP
|
39.6
|
# 75
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + X101-32x8d (single-scale)
|
AP50
|
61.2
|
# 25
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + X101-32x8d (single-scale)
|
AP75
|
42.9
|
# 19
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + X101-32x8d (single-scale)
|
APS
|
19.7
|
# 23
|
|
Object Detection
|
COCO test-dev
|
CenterMask + X-101-32x8d (single-scale)
|
box mAP
|
44.6
|
# 139
|
|
Object Detection
|
COCO test-dev
|
CenterMask + X-101-32x8d (single-scale)
|
AP50
|
63.4
|
# 100
|
|
Object Detection
|
COCO test-dev
|
CenterMask + X-101-32x8d (single-scale)
|
AP75
|
48.4
|
# 89
|
|
Object Detection
|
COCO test-dev
|
CenterMask + X-101-32x8d (single-scale)
|
APM
|
47.2
|
# 85
|
|
Object Detection
|
COCO test-dev
|
CenterMask + X-101-32x8d (single-scale)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
CenterMask + X-101-32x8d (single-scale)
|
Operations per network pass
|
None
|
# 1
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNet99
|
mask AP
|
41.8
|
# 55
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNet99
|
APS
|
24.4
|
# 12
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNet99
|
APM
|
44.4
|
# 11
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNet99
|
APL
|
54.3
|
# 19
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-57 (single-scale)
|
AP50
|
60.8
|
# 27
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-57 (single-scale)
|
APS
|
19.4
|
# 24
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-57 (single-scale)
|
APM
|
41.7
|
# 24
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
box mAP
|
44.7
|
# 137
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
AP50
|
63.1
|
# 101
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
AP75
|
48.6
|
# 83
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
APS
|
27.1
|
# 74
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
APL
|
55.9
|
# 94
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNet2-57 (single-scale)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
box mAP
|
45.8
|
# 131
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
AP50
|
64.5
|
# 82
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
APS
|
27.8
|
# 67
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
APM
|
48.3
|
# 74
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
APL
|
57.6
|
# 74
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
CenterMask+VoVNetV2-99 (single-scale)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
Centermask + ResNet101
|
AP50
|
61.6
|
# 118
|
|
Object Detection
|
COCO test-dev
|
Centermask + ResNet101
|
AP75
|
46.9
|
# 102
|
|
Object Detection
|
COCO test-dev
|
Centermask + ResNet101
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
Centermask + ResNet101
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
CenterMask-VoVNet99 (multi-scale)
|
AP50
|
68.3
|
# 51
|
|
Object Detection
|
COCO test-dev
|
CenterMask-VoVNet99 (multi-scale)
|
AP75
|
53.2
|
# 50
|
|
Object Detection
|
COCO test-dev
|
CenterMask-VoVNet99 (multi-scale)
|
APS
|
32.4
|
# 33
|
|
Object Detection
|
COCO test-dev
|
CenterMask-VoVNet99 (multi-scale)
|
APL
|
60.0
|
# 57
|
|
Object Detection
|
COCO test-dev
|
CenterMask-VoVNet99 (multi-scale)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
CenterMask-VoVNet99 (multi-scale)
|
Operations per network pass
|
None
|
# 1
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (multi-scale)
|
AP50
|
66.2
|
# 12
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (multi-scale)
|
AP75
|
47.4
|
# 11
|
|
Instance Segmentation
|
COCO test-dev
|
CenterMask + VoVNetV2-99 (multi-scale)
|
APS
|
27.2
|
# 11
|
|
Real-time Instance Segmentation
|
MSCOCO
|
CenterMask-Lite (ResNet-50-FPN)
|
mask AP
|
32.9
|
# 17
|
|
Real-time Instance Segmentation
|
MSCOCO
|
CenterMask-Lite (ResNet-50-FPN)
|
APS
|
12.9
|
# 8
|
|
Real-time Instance Segmentation
|
MSCOCO
|
CenterMask-Lite (ResNet-50-FPN)
|
APM
|
34.7
|
# 12
|
|
Real-time Instance Segmentation
|
MSCOCO
|
CenterMask-Lite (ResNet-50-FPN)
|
APL
|
48.7
|
# 13
|
|