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9.22k
Autonomous Vehicles > Pedestrian Detection
CityPersons
Beta R-CNN
https://arxiv.org/abs/2210.12758v1
Heavy MR^-2
47.1
Autonomous Vehicles > Pedestrian Detection
CityPersons
Beta R-CNN
https://arxiv.org/abs/2210.12758v1
Partial MR^-2
10.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
Beta R-CNN
https://arxiv.org/abs/2210.12758v1
Bare MR^-2
6.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN+FPN-Res50+refined feature map+Crowdhuman
http://arxiv.org/abs/1805.00123v1
Reasonable MR^-2
10.67
Autonomous Vehicles > Pedestrian Detection
CityPersons
NOH-NMS
https://arxiv.org/abs/2007.13376v1
Reasonable MR^-2
10.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
NOH-NMS
https://arxiv.org/abs/2007.13376v1
Heavy MR^-2
53.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
NOH-NMS
https://arxiv.org/abs/2007.13376v1
Partial MR^-2
11.2
Autonomous Vehicles > Pedestrian Detection
CityPersons
NOH-NMS
https://arxiv.org/abs/2007.13376v1
Bare MR^-2
6.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Reasonable MR^-2
11.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Heavy MR^-2
49.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Partial MR^-2
10.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Bare MR^-2
7.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Small MR^-2
16.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Medium MR^-2
3.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Large MR^-2
6.5
Autonomous Vehicles > Pedestrian Detection
CityPersons
CSP (with offset) + ResNet-50
https://arxiv.org/abs/1904.02948v4
Test Time
0.33s/img
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Reasonable MR^-2
12.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Heavy MR^-2
51.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Partial MR^-2
11.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Bare MR^-2
8.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Small MR^-2
19.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Medium MR^-2
5.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Large MR^-2
6.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Test Time
0.27
Autonomous Vehicles > Pedestrian Detection
CityPersons
OR-CNN
http://arxiv.org/abs/1807.08407v1
Reasonable MR^-2
12.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
OR-CNN
http://arxiv.org/abs/1807.08407v1
Heavy MR^-2
55.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
OR-CNN
http://arxiv.org/abs/1807.08407v1
Partial MR^-2
15.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
OR-CNN
http://arxiv.org/abs/1807.08407v1
Bare MR^-2
6.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
RepLoss
http://arxiv.org/abs/1711.07752v2
Reasonable MR^-2
13.2
Autonomous Vehicles > Pedestrian Detection
CityPersons
RepLoss
http://arxiv.org/abs/1711.07752v2
Heavy MR^-2
56.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
RepLoss
http://arxiv.org/abs/1711.07752v2
Partial MR^-2
16.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
RepLoss
http://arxiv.org/abs/1711.07752v2
Bare MR^-2
7.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL+MRF
http://arxiv.org/abs/1807.01438v1
Reasonable MR^-2
14.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL+MRF
http://arxiv.org/abs/1807.01438v1
Heavy MR^-2
52.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL+MRF
http://arxiv.org/abs/1807.01438v1
Partial MR^-2
15.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL+MRF
http://arxiv.org/abs/1807.01438v1
Bare MR^-2
9.2
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN+Seg
http://arxiv.org/abs/1702.05693v1
Reasonable MR^-2
14.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN+Seg
http://arxiv.org/abs/1702.05693v1
Small MR^-2
22.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN+Seg
http://arxiv.org/abs/1702.05693v1
Medium MR^-2
6.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN+Seg
http://arxiv.org/abs/1702.05693v1
Large MR^-2
8.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN
http://arxiv.org/abs/1702.05693v1
Reasonable MR^-2
15.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN
http://arxiv.org/abs/1702.05693v1
Small MR^-2
25.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN
http://arxiv.org/abs/1702.05693v1
Medium MR^-2
7.2
Autonomous Vehicles > Pedestrian Detection
CityPersons
FRCNN
http://arxiv.org/abs/1702.05693v1
Large MR^-2
7.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL
http://arxiv.org/abs/1807.01438v1
Reasonable MR^-2
15.5
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL
http://arxiv.org/abs/1807.01438v1
Heavy MR^-2
53.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL
http://arxiv.org/abs/1807.01438v1
Partial MR^-2
17.2
Autonomous Vehicles > Pedestrian Detection
CityPersons
TLL
http://arxiv.org/abs/1807.01438v1
Bare MR^-2
10.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP + EuroCity Persons
https://arxiv.org/abs/2002.09053v2
Heavy MR^-2
42.5
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP + EuroCity Persons
https://arxiv.org/abs/2002.09053v2
Partial MR^-2
6.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP + EuroCity Persons
https://arxiv.org/abs/2002.09053v2
Bare MR^-2
4.9
Autonomous Vehicles > Pedestrian Detection > Thermal Infrared Pedestrian Detection
LLVIP
YoloV5
https://arxiv.org/abs/2108.10831v4
AP
0.670
Autonomous Vehicles > Pedestrian Detection > Thermal Infrared Pedestrian Detection
LLVIP
YoloV3
https://arxiv.org/abs/2108.10831v4
AP
0.582
Autonomous Vehicles > Lane Detection
tvtLane
SCNN_UNet_Attention_PL*
https://arxiv.org/abs/2305.17271v2
F1
0.924
Autonomous Vehicles > Lane Detection
CurveLanes
CondLSTR (ResNet-101)
http://openaccess.thecvf.com//content/ICCV2023/html/Chen_Generating_Dynamic_Kernels_via_Transformers_for_Lane_Detection_ICCV_2023_paper.html
F1 score
88.47
Autonomous Vehicles > Lane Detection
CurveLanes
CondLSTR (ResNet-34)
http://openaccess.thecvf.com//content/ICCV2023/html/Chen_Generating_Dynamic_Kernels_via_Transformers_for_Lane_Detection_ICCV_2023_paper.html
F1 score
88.23
Autonomous Vehicles > Lane Detection
CurveLanes
CondLSTR (ResNet-18)
http://openaccess.thecvf.com//content/ICCV2023/html/Chen_Generating_Dynamic_Kernels_via_Transformers_for_Lane_Detection_ICCV_2023_paper.html
F1 score
87.99
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-L
https://arxiv.org/abs/2304.11546v1
F1 score
87.87
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-L
https://arxiv.org/abs/2304.11546v1
Precision
91.69
Autonomous Vehicles > Lane Detection
CurveLanes
CLRNetV2 (ResNet101)
https://ieeexplore.ieee.org/abstract/document/10930685
F1 score
87.81
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-M
https://arxiv.org/abs/2304.11546v1
F1 score
87.19
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-M
https://arxiv.org/abs/2304.11546v1
Precision
91.53
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-M
https://arxiv.org/abs/2304.11546v1
Recall
83.25
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-M
https://arxiv.org/abs/2304.11546v1
GFLOPs
22.6
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-S
https://arxiv.org/abs/2304.11546v1
F1 score
86.57
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-S
https://arxiv.org/abs/2304.11546v1
Precision
91.37
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-S
https://arxiv.org/abs/2304.11546v1
Recall
82.25
Autonomous Vehicles > Lane Detection
CurveLanes
CANet-S
https://arxiv.org/abs/2304.11546v1
GFLOPs
13.1
Autonomous Vehicles > Lane Detection
CurveLanes
CLRerNet-DLA34
https://arxiv.org/abs/2305.08366v1
F1 score
86.47
Autonomous Vehicles > Lane Detection
CurveLanes
CLRerNet-DLA34
https://arxiv.org/abs/2305.08366v1
Precision
91.66
Autonomous Vehicles > Lane Detection
CurveLanes
CLRerNet-DLA34
https://arxiv.org/abs/2305.08366v1
Recall
81.83
Autonomous Vehicles > Lane Detection
CurveLanes
CLRerNet-DLA34
https://arxiv.org/abs/2305.08366v1
GFLOPs
18.4
Autonomous Vehicles > Lane Detection
CurveLanes
CLRNet-DLA34
https://arxiv.org/abs/2305.08366v1
F1 score
86.1
Autonomous Vehicles > Lane Detection
CurveLanes
CLRNet-DLA34
https://arxiv.org/abs/2305.08366v1
Precision
91.4
Autonomous Vehicles > Lane Detection
CurveLanes
CLRNet-DLA34
https://arxiv.org/abs/2305.08366v1
Recall
81.39
Autonomous Vehicles > Lane Detection
CurveLanes
CLRNet-DLA34
https://arxiv.org/abs/2305.08366v1
GFLOPs
18.4
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-L(ResNet-101)
https://arxiv.org/abs/2105.05003v3
F1 score
86.10
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-L(ResNet-101)
https://arxiv.org/abs/2105.05003v3
Precision
88.98
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-L(ResNet-101)
https://arxiv.org/abs/2105.05003v3
Recall
83.41
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-L(ResNet-101)
https://arxiv.org/abs/2105.05003v3
GFLOPs
44.9
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-L(ResNet-101)
https://arxiv.org/abs/2105.05003v3
FPS
48
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-M(ResNet-34)
https://arxiv.org/abs/2105.05003v3
F1 score
85.92
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-M(ResNet-34)
https://arxiv.org/abs/2105.05003v3
Precision
88.29
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-M(ResNet-34)
https://arxiv.org/abs/2105.05003v3
Recall
83.68
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-M(ResNet-34)
https://arxiv.org/abs/2105.05003v3
GFLOPs
19.7
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-M(ResNet-34)
https://arxiv.org/abs/2105.05003v3
FPS
109
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-S(ResNet-18)
https://arxiv.org/abs/2105.05003v3
F1 score
85.09
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-S(ResNet-18)
https://arxiv.org/abs/2105.05003v3
Precision
87.75
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-S(ResNet-18)
https://arxiv.org/abs/2105.05003v3
Recall
82.58
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-S(ResNet-18)
https://arxiv.org/abs/2105.05003v3
GFLOPs
10.3
Autonomous Vehicles > Lane Detection
CurveLanes
CondLaneNet-S(ResNet-18)
https://arxiv.org/abs/2105.05003v3
FPS
154
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-L
https://arxiv.org/abs/2007.12147v1
F1 score
82.29
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-L
https://arxiv.org/abs/2007.12147v1
Precision
91.11
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-L
https://arxiv.org/abs/2007.12147v1
Recall
75.03
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-L
https://arxiv.org/abs/2007.12147v1
GFLOPs
20.7
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-M
https://arxiv.org/abs/2007.12147v1
F1 score
81.8
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-M
https://arxiv.org/abs/2007.12147v1
Precision
93.49
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-M
https://arxiv.org/abs/2007.12147v1
Recall
72.71
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-M
https://arxiv.org/abs/2007.12147v1
GFLOPs
11.6
Autonomous Vehicles > Lane Detection
CurveLanes
CurveLane-S
https://arxiv.org/abs/2007.12147v1
F1 score
81.12