TASK
DATASET
MODEL
METRIC NAME
METRIC VALUE
GLOBAL RANK
EXTRA DATA
REMOVE
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
box AP
53.5
# 58
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP50
70.8
# 16
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP75
58.9
# 9
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APS
36.9
# 10
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APM
57.5
# 9
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APL
68.1
# 12
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
box AP
50.9
# 74
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP50
69.5
# 24
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP75
55.4
# 18
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APS
33.5
# 16
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APM
55.5
# 14
Object Detection
COCO minival
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APL
65.8
# 18
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
box AP
48.5
# 87
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP50
67.0
# 34
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP75
52.6
# 28
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APS
30.6
# 19
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APM
52.7
# 19
Object Detection
COCO minival
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APL
62.7
# 29
Object Detection
COCO-O
UniverseNet
(R2-101-DCN)
Average mAP
24.8
# 28
Object Detection
COCO-O
UniverseNet (R2-101-DCN)
Effective Robustness
1.86
# 29
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
box mAP
54.1
# 54
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP50
71.6
# 25
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
AP75
59.9
# 18
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APS
35.8
# 15
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APM
57.2
# 17
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
APL
67.4
# 14
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
box mAP
48.8
# 99
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP50
67.5
# 58
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
AP75
53.0
# 53
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APS
30.1
# 51
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APM
52.3
# 45
Object Detection
COCO test-dev
UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
APL
61.1
# 51
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
box mAP
51.3
# 78
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP50
70.0
# 37
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
AP75
55.8
# 38
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APS
31.7
# 40
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APM
55.3
# 27
Object Detection
COCO test-dev
UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
APL
64.9
# 27
Object Detection
Manga109-s 15test
Sparse R-CNN
COCO-style AP
63.1
# 14
Object Detection
Manga109-s 15test
ATSS (ConvNeXt-T)
COCO-style AP
67.4
# 6
Object Detection
Manga109-s 15test
ATSS+DyHead
COCO-style AP
67.9
# 4
Object Detection
Manga109-s 15test
YOLOX-L
COCO-style AP
70.2
# 1
Object Detection
Manga109-s 15test
Deformable DETR
COCO-style AP
64.1
# 13
Object Detection
Manga109-s 15test
DETR
COCO-style AP
31.2
# 15
Object Detection
Manga109-s 15test
ATSS (Swin-T)
COCO-style AP
66.2
# 10
Object Detection
Manga109-s 15test
UniverseNet
COCO-style AP
68.9
# 3
Object Detection
Manga109-s 15test
GFL
COCO-style AP
67.3
# 7
Object Detection
Manga109-s 15test
ATSS+SEPC
COCO-style AP
67.1
# 8
Object Detection
Manga109-s 15test
ATSS
COCO-style AP
66.5
# 9
Object Detection
Manga109-s 15test
RetinaNet
COCO-style AP
65.3
# 12
Object Detection
Manga109-s 15test
Cascade R-CNN
COCO-style AP
67.6
# 5
Object Detection
Manga109-s 15test
Faster R-CNN
COCO-style AP
65.8
# 11
Object Detection
Manga109-s 15test
UniverseNet-20.08
COCO-style AP
69.9
# 2
Object Detection
USB (Standard USB 1.0 protocol)
ATSS (Swin-T)
mCAP
49.0
# 6
Object Detection
USB (Standard USB 1.0 protocol)
ATSS+DyHead
mCAP
49.4
# 5
Object Detection
USB (Standard USB 1.0 protocol)
UniverseNet-20.08
mCAP
52.1
# 1
Object Detection
USB (Standard USB 1.0 protocol)
UniverseNet
mCAP
51.4
# 2
Object Detection
USB (Standard USB 1.0 protocol)
GFL
mCAP
47.7
# 8
Object Detection
USB (Standard USB 1.0 protocol)
ATSS
mCAP
47.1
# 9
Object Detection
USB (Standard USB 1.0 protocol)
RetinaNet
mCAP
44.8
# 11
Object Detection
USB (Standard USB 1.0 protocol)
Cascade R-CNN
mCAP
48.1
# 7
Object Detection
USB (Standard USB 1.0 protocol)
Faster R-CNN
mCAP
45.9
# 10
Object Detection
USB (Standard USB 1.0 protocol)
YOLOX-L
mCAP
49.6
# 4
Object Detection
USB (Standard USB 1.0 protocol)
Sparse R-CNN
mCAP
44.6
# 12
Object Detection
USB (Standard USB 1.0 protocol)
DETR
mCAP
23.7
# 13
Object Detection
USB (Standard USB 1.0 protocol)
ATSS (ConvNeXt-T)
mCAP
50.4
# 3
Object Detection
Waymo 2D detection all_ns f0val
GFL
COCO-style AP
35.7
# 8
Object Detection
Waymo 2D detection all_ns f0val
Cascade R-CNN
COCO-style AP
36.4
# 7
Object Detection
Waymo 2D detection all_ns f0val
Faster R-CNN
COCO-style AP
34.5
# 11
Object Detection
Waymo 2D detection all_ns f0val
UniverseNet-20.08
COCO-style AP
39.0
# 2
Object Detection
Waymo 2D detection all_ns f0val
Deformable DETR
COCO-style AP
32.7
# 13
Object Detection
Waymo 2D detection all_ns f0val
Sparse R-CNN
COCO-style AP
32.8
# 12
Object Detection
Waymo 2D detection all_ns f0val
RetinaNet
COCO-style AP
32.5
# 14
Object Detection
Waymo 2D detection all_ns f0val
ATSS+SEPC
COCO-style AP
35.0
# 10
Object Detection
Waymo 2D detection all_ns f0val
ATSS
COCO-style AP
35.4
# 9
Object Detection
Waymo 2D detection all_ns f0val
ATSS (ConvNeXt-T)
COCO-style AP
38.3
# 4
Object Detection
Waymo 2D detection all_ns f0val
ATSS+DyHead
COCO-style AP
37.1
# 6
Object Detection
Waymo 2D detection all_ns f0val
YOLOX-L
COCO-style AP
41.6
# 1
Object Detection
Waymo 2D detection all_ns f0val
ATSS (Swin-T)
COCO-style AP
37.2
# 5
Object Detection
Waymo 2D detection all_ns f0val
DETR
COCO-style AP
17.8
# 15
Object Detection
Waymo 2D detection all_ns f0val
UniverseNet
COCO-style AP
38.6
# 3
Object Detection
Waymo 2D detection all_ns test
UniverseNet
AP/L2
67.42
# 1