TASK
DATASET
MODEL
METRIC NAME
METRIC VALUE
GLOBAL RANK
EXTRA DATA
REMOVE
Object Detection
BDD100K val
PP-YOLOE
mAP@0.5
59.7
# 1
2D Object Detection
BDD100K val
PP-YOLOE
mAP
35.6
# 2
Object Detection
COCO test-dev
PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
box mAP
48.9
# 96
Object Detection
COCO test-dev
PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
AP50
66.5
# 65
Object Detection
COCO test-dev
PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
AP75
53.0
# 51
Object Detection
COCO test-dev
PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
APS
28.6
# 64
Object Detection
COCO test-dev
PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
APM
52.9
# 38
Object Detection
COCO test-dev
PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
APL
63.8
# 30
Object Detection
COCO test-dev
PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
box mAP
43.1
# 159
Object Detection
COCO test-dev
PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
AP50
60.5
# 124
Object Detection
COCO test-dev
PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
AP75
46.6
# 105
Object Detection
COCO test-dev
PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
APS
23.2
# 113
Object Detection
COCO test-dev
PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
APM
46.4
# 97
Object Detection
COCO test-dev
PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
APL
56.9
# 82
Object Detection
COCO test-dev
PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
box mAP
51.4
# 75
Object Detection
COCO test-dev
PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
AP50
68.9
# 45
Object Detection
COCO test-dev
PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
AP75
55.6
# 38
Object Detection
COCO test-dev
PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
APS
31.4
# 39
Object Detection
COCO test-dev
PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
APM
55.3
# 25
Object Detection
COCO test-dev
PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
APL
66.1
# 19
Object Detection
COCO test-dev
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
box mAP
52.2
# 69
Object Detection
COCO test-dev
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
AP50
69.9
# 36
Object Detection
COCO test-dev
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
AP75
56.5
# 32
Object Detection
COCO test-dev
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
APS
33.3
# 28
Object Detection
COCO test-dev
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
APM
56.3
# 18
Object Detection
COCO test-dev
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
APL
66.4
# 17
Multiple Object Tracking
CroHD
PP-Tracking
MOTA
72.6
# 1
Online Multi-Object Tracking
MOT16
PP-Tracking
MOTA
77.7
# 1
Multi-Object Tracking
MOT16
PPTracking
MOTA
77.7
# 1
Real-Time Object Detection
MS COCO
PP-YOLOE+_L
FPS (V100, b=1)
78
# 13
Real-Time Object Detection
MS COCO
PP-YOLOE+_L
box AP
52.9
# 20
Real-Time Object Detection
MS COCO
PP-YOLOE+_L
FPS
78
# 11
Real-Time Object Detection
MS COCO
YOLOv3
FPS (V100, b=1)
123
# 6
Real-Time Object Detection
MS COCO
YOLOv3
box AP
51.0
# 26
Real-Time Object Detection
MS COCO
YOLOv3
FPS
123
# 5
Real-Time Object Detection
MS COCO
PP-YOLOE+_M
FPS (V100, b=1)
123
# 6
Real-Time Object Detection
MS COCO
PP-YOLOE+_M
box AP
49.8
# 29
Real-Time Object Detection
MS COCO
PP-YOLOE+_M
FPS
123
# 5
Real-Time Object Detection
MS COCO
PP-YOLOE+_L(640,distillation)
FPS (V100, b=1)
78
# 13
Real-Time Object Detection
MS COCO
PP-YOLOE+_L(640,distillation)
box AP
54.0
# 14
Real-Time Object Detection
MS COCO
PP-YOLOE+_L(640,distillation)
FPS
78
# 11
Real-Time Object Detection
MS COCO
PP-YOLOE+_X(640)
FPS (V100, b=1)
45
# 18
Real-Time Object Detection
MS COCO
PP-YOLOE+_X(640)
box AP
54.7
# 11
Real-Time Object Detection
MS COCO
PP-YOLOE+_X(640)
FPS
45
# 18
Object Detection
VisDrone-DET2019
PP-YOLOE-plus
AP50
66.7
# 1