TASK
DATASET
MODEL
METRIC NAME
METRIC VALUE
GLOBAL RANK
EXTRA DATA
REMOVE
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
box AP
50.9
# 35
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP50
69.5
# 15
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP75
55.4
# 10
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APS
33.5
# 11
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APM
55.5
# 11
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APL
65.8
# 12
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
box AP
48.5
# 46
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP50
67.0
# 21
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP75
52.6
# 18
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APS
30.6
# 13
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APM
52.7
# 14
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APL
62.7
# 14
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
box AP
53.5
# 25
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP50
70.8
# 10
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP75
58.9
# 6
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APS
36.9
# 7
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APM
57.5
# 7
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APL
68.1
# 8
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
box AP
48.8
# 69
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP50
67.5
# 56
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP75
53.0
# 50
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APS
30.1
# 52
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APM
52.3
# 47
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APL
61.1
# 52
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
Hardware Burden
None
# 1
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
Operations per network pass
None
# 1
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
box AP
54.1
# 32
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP50
71.6
# 24
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP75
59.9
# 17
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APS
35.8
# 16
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APM
57.2
# 18
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APL
67.4
# 12
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
Hardware Burden
None
# 1
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
Operations per network pass
None
# 1
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
box AP
51.3
# 51
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP50
70.0
# 35
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP75
55.8
# 35
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APS
31.7
# 41
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APM
55.3
# 29
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APL
64.9
# 28
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
Hardware Burden
None
# 1
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
Operations per network pass
None
# 1
Object Detection
Manga109-s 15test
RetinaNet
COCO-style AP
65.3
# 8
Object Detection
Manga109-s 15test
ATSS
COCO-style AP
66.5
# 6
Object Detection
Manga109-s 15test
ATSEPC
COCO-style AP
67.1
# 5
Object Detection
Manga109-s 15test
GFL
COCO-style AP
67.3
# 4
Object Detection
Manga109-s 15test
UniverseNet-20.08
COCO-style AP
69.9
# 1
Object Detection
Manga109-s 15test
UniverseNet
COCO-style AP
68.9
# 2
Object Detection
Manga109-s 15test
Faster R-CNN
COCO-style AP
65.8
# 7
Object Detection
Manga109-s 15test
Cascade R-CNN
COCO-style AP
67.6
# 3
Object Detection
USB (Standard USB 1.0 protocol)
RetinaNet
mCAP
44.8
# 8
Object Detection
USB (Standard USB 1.0 protocol)
ATSEPC
mCAP
48.1
# 3
Object Detection
USB (Standard USB 1.0 protocol)
GFL
mCAP
47.7
# 5
Object Detection
USB (Standard USB 1.0 protocol)
UniverseNet
mCAP
51.4
# 2
Object Detection
USB (Standard USB 1.0 protocol)
UniverseNet-20.08
mCAP
52.1
# 1
Object Detection
USB (Standard USB 1.0 protocol)
Faster R-CNN
mCAP
45.9
# 7
Object Detection
USB (Standard USB 1.0 protocol)
Cascade R-CNN
mCAP
48.1
# 3
Object Detection
USB (Standard USB 1.0 protocol)
ATSS
mCAP
47.1
# 6
Object Detection
Waymo 2D detection all_ns f0val
RetinaNet
COCO-style AP
32.5
# 8
Object Detection
Waymo 2D detection all_ns f0val
UniverseNet
COCO-style AP
38.6
# 2
Object Detection
Waymo 2D detection all_ns f0val
ATSS
COCO-style AP
35.4
# 5
Object Detection
Waymo 2D detection all_ns f0val
ATSEPC
COCO-style AP
35.0
# 6
Object Detection
Waymo 2D detection all_ns f0val
Faster R-CNN
COCO-style AP
34.5
# 7
Object Detection
Waymo 2D detection all_ns f0val
UniverseNet-20.08
COCO-style AP
39.0
# 1
Object Detection
Waymo 2D detection all_ns f0val
GFL
COCO-style AP
35.7
# 4
Object Detection
Waymo 2D detection all_ns f0val
Cascade R-CNN
COCO-style AP
36.4
# 3
Object Detection
Waymo 2D detection all_ns test
UniverseNet
AP/L2
67.42
# 1