TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Instance Segmentation
|
COCO minival
|
RetinaNet (SpineNet-190, 1536x1536)
|
mask AP
|
46.1
|
# 22
|
|
Object Detection
|
COCO minival
|
RetinaNet (SpineNet-190, 1536x1536)
|
box AP
|
52.2
|
# 34
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
box AP
|
52.1
|
# 47
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
AP50
|
71.8
|
# 24
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
AP75
|
56.5
|
# 31
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
APS
|
35.4
|
# 20
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
APM
|
55
|
# 31
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
APL
|
63.6
|
# 35
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-190, 1280x1280)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
box AP
|
44.3
|
# 114
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
AP50
|
63.8
|
# 95
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
AP75
|
47.6
|
# 93
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
APS
|
25.9
|
# 92
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
APM
|
47.7
|
# 83
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
APL
|
61.1
|
# 52
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 640x640)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
box AP
|
48.6
|
# 73
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
AP50
|
68.4
|
# 50
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
AP75
|
52.5
|
# 55
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
APS
|
32
|
# 38
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
APM
|
52.3
|
# 47
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
APL
|
62
|
# 46
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-96, 1024x1024)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
box AP
|
41.5
|
# 149
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
AP50
|
60.5
|
# 122
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
AP75
|
44.6
|
# 122
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
APS
|
23.3
|
# 115
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
APM
|
45
|
# 114
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
APL
|
58
|
# 73
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49S, 640x640)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
SpineNet-49
(640, RetinaNet, single-scale)
|
box AP
|
42.8
|
# 133
|
|
Object Detection
|
COCO test-dev
|
SpineNet-49
(640, RetinaNet, single-scale)
|
AP50
|
62.3
|
# 109
|
|
Object Detection
|
COCO test-dev
|
SpineNet-49
(640, RetinaNet, single-scale)
|
AP75
|
46.1
|
# 111
|
|
Object Detection
|
COCO test-dev
|
SpineNet-49
(640, RetinaNet, single-scale)
|
APS
|
23.7
|
# 110
|
|
Object Detection
|
COCO test-dev
|
SpineNet-49
(640, RetinaNet, single-scale)
|
APM
|
45.2
|
# 111
|
|
Object Detection
|
COCO test-dev
|
SpineNet-49
(640, RetinaNet, single-scale)
|
APL
|
57.3
|
# 79
|
|
Instance Segmentation
|
COCO test-dev
|
Mask R-CNN (SpineNet-190, 1536x1536)
|
mask AP
|
46.1
|
# 18
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
box AP
|
46.7
|
# 91
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
AP50
|
66.3
|
# 68
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
AP75
|
50.6
|
# 71
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
APS
|
29.1
|
# 62
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
APM
|
50.1
|
# 62
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
APL
|
61.7
|
# 47
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-49, 896x896)
|
Operations per network pass
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
box AP
|
50.7
|
# 56
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
AP50
|
70.4
|
# 31
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
AP75
|
54.9
|
# 40
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
APS
|
33.6
|
# 30
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
APM
|
53.9
|
# 37
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
APL
|
62.1
|
# 43
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
Hardware Burden
|
None
|
# 1
|
|
Object Detection
|
COCO test-dev
|
RetinaNet (SpineNet-143, 1280x1280)
|
Operations per network pass
|
None
|
# 1
|
|
Image Classification
|
ImageNet
|
SpineNet-143
|
Top 1 Accuracy
|
79%
|
# 432
|
|
Image Classification
|
ImageNet
|
SpineNet-143
|
Top 5 Accuracy
|
94.4%
|
# 144
|
|
Image Classification
|
ImageNet
|
SpineNet-143
|
Number of params
|
60.5M
|
# 473
|
|
Image Classification
|
iNaturalist
|
SpineNet-143
|
Top 1 Accuracy
|
63.6%
|
# 8
|
|
Image Classification
|
iNaturalist
|
SpineNet-143
|
Top 5 Accuracy
|
84.8%
|
# 2
|
|