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9.22k
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
Epona
null
PDMS
86.2
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
DRAMA
null
PDMS
85.5
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
World4Drive
null
PDMS
85.1
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
LAW
https://arxiv.org/abs/2406.08481v1
PDMS
84.6
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
TransFuser
https://arxiv.org/abs/2205.15997v1
PDMS
84.0
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
PARA-Drive
http://openaccess.thecvf.com//content/CVPR2024/html/Weng_PARA-Drive_Parallelized_Architecture_for_Real-time_Autonomous_Driving_CVPR_2024_paper.html
PDMS
84.0
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
Latent TransFuser
https://arxiv.org/abs/2205.15997v1
PDMS
83.8
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
UniAD
https://arxiv.org/abs/2212.10156v2
PDMS
83.4
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
InternVL3
https://arxiv.org/abs/2506.08052v1
PDMS
83.3
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
QwenVL2.5
https://arxiv.org/abs/2506.08052v1
PDMS
83.3
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
DrivingGPT
https://arxiv.org/abs/2412.18607v1
PDMS
82.4
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
VAD-v2
https://arxiv.org/abs/2402.13243v1
PDMS
80.9
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
Ego Status MLP
https://arxiv.org/abs/2406.15349v2
PDMS
65.6
Autonomous Vehicles > Autonomous Driving > NavSim
OpenScene
Constant Velocity
https://arxiv.org/abs/2406.15349v2
PDMS
20.6
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Map TF++
https://arxiv.org/abs/2306.07957v2
Driving score
61.17
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Map TF++
https://arxiv.org/abs/2306.07957v2
Route completion
81.81
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Map TF++
https://arxiv.org/abs/2306.07957v2
Infraction penalty
0.70
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
MMFN+ (TPlanner)
null
Driving score
59.85
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
MMFN+ (TPlanner)
null
Route completion
82.81
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
MMFN+ (TPlanner)
null
Infraction penalty
0.71
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
VinFast - PaaS
null
Driving score
48.24
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
VinFast - PaaS
null
Route completion
60.58
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
VinFast - PaaS
null
Infraction penalty
0.84
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
GRI-based DRL
https://arxiv.org/abs/2111.08575v2
Driving score
33.785
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
GRI-based DRL
https://arxiv.org/abs/2111.08575v2
Route completion
57.442
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
GRI-based DRL
https://arxiv.org/abs/2111.08575v2
Infraction penalty
0.568
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
MMFN
https://arxiv.org/abs/2207.00186v2
Driving score
22.80
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
MMFN
https://arxiv.org/abs/2207.00186v2
Route completion
47.22
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
MMFN
https://arxiv.org/abs/2207.00186v2
Infraction penalty
0.63
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Techs4AgeCar+
null
Driving score
18.75
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Techs4AgeCar+
null
Route completion
75.11
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Techs4AgeCar+
null
Infraction penalty
0.28
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Pylot
https://www.ionelgog.org/data/papers/2021-icra-pylot.pdf
Driving score
16.7
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Pylot
https://www.ionelgog.org/data/papers/2021-icra-pylot.pdf
Route completion
48.63
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
Pylot
https://www.ionelgog.org/data/papers/2021-icra-pylot.pdf
Infraction penalty
0.5
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
CaRINA
https://arxiv.org/abs/2010.12598v1
Driving score
15.55
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
CaRINA
https://arxiv.org/abs/2010.12598v1
Route completion
40.63
Autonomous Vehicles > Autonomous Driving > CARLA MAP Leaderboard
CARLA
CaRINA
https://arxiv.org/abs/2010.12598v1
Infraction penalty
0.47
Autonomous Vehicles > Autonomous Driving > 3D Pedestrian Tracking
nuScenes validation set
BEVFusion + Tracking
https://arxiv.org/abs/2505.16029v1
AMOTA
77.9
Autonomous Vehicles > Autonomous Driving > 3D Pedestrian Tracking
nuScenes validation set
Center-based Tracking
https://arxiv.org/abs/2006.11275v2
AMOTA
77.3
Autonomous Vehicles > Autonomous Driving > 3D Pedestrian Tracking
nuScenes validation set
Probabilistic 3D Tracking
https://arxiv.org/abs/2012.13755v2
AMOTA
76.6
Autonomous Vehicles > Autonomous Driving > 3D Pedestrian Tracking
nuScenes validation set
AB3DMOT
https://arxiv.org/abs/1907.03961v5
AMOTA
9.1
Autonomous Vehicles > Autonomous Navigation > Autonomous Flight (Dense Forest)
mtrl-auto-uav
model_0.5004407.h5
https://arxiv.org/abs/1907.08320v1
NI
31
Autonomous Vehicles > Simultaneous Localization and Mapping > Semantic SLAM
Bonn RGB-D Dynamic
GeneA-SLAM2 synchronous2
https://arxiv.org/abs/2506.02736v1
ATE
0.008
Autonomous Vehicles > Simultaneous Localization and Mapping > Semantic SLAM
TUM RGB-D
GeneA-SLAM2 f3/w/static
https://arxiv.org/abs/2506.02736v1
ATE
0.007
Autonomous Vehicles > Pedestrian Detection
Caltech Pedestrian Dataset
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
MR
0.87
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
R (miss rate)
18.7
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
RS (miss rate)
24.9
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
HO (miss rate)
56.2
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
EGCL
https://arxiv.org/abs/2111.08974v3
R (miss rate)
19.73
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
EGCL
https://arxiv.org/abs/2111.08974v3
RS (miss rate)
-
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
EGCL
https://arxiv.org/abs/2111.08974v3
HO (miss rate)
60.05
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
EGCL
https://arxiv.org/abs/2111.08974v3
R+HO (miss rate)
24.19
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
EGCL
https://arxiv.org/abs/2111.08974v3
ALL (miss rate)
35.76
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
CrowdDet
https://arxiv.org/abs/2003.09163v2
R (miss rate)
20.82
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
CrowdDet
https://arxiv.org/abs/2003.09163v2
RS (miss rate)
-
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
CrowdDet
https://arxiv.org/abs/2003.09163v2
HO (miss rate)
61.22
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
CrowdDet
https://arxiv.org/abs/2003.09163v2
R+HO (miss rate)
25.28
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
CrowdDet
https://arxiv.org/abs/2003.09163v2
ALL (miss rate)
36.94
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FPN
http://arxiv.org/abs/1612.03144v2
R (miss rate)
22.30
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FPN
http://arxiv.org/abs/1612.03144v2
RS (miss rate)
35.19
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FPN
http://arxiv.org/abs/1612.03144v2
HO (miss rate)
60.30
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FPN
http://arxiv.org/abs/1612.03144v2
R+HO (miss rate)
26.71
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FPN
http://arxiv.org/abs/1612.03144v2
ALL (miss rate)
37.78
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
RetinaNet
http://arxiv.org/abs/1708.02002v2
R (miss rate)
23.89
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
RetinaNet
http://arxiv.org/abs/1708.02002v2
RS (miss rate)
37.92
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
RetinaNet
http://arxiv.org/abs/1708.02002v2
HO (miss rate)
61.60
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
RetinaNet
http://arxiv.org/abs/1708.02002v2
R+HO (miss rate)
28.45
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
RetinaNet
http://arxiv.org/abs/1708.02002v2
ALL (miss rate)
41.40
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FCOS
https://arxiv.org/abs/1904.01355v5
R (miss rate)
24.35
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FCOS
https://arxiv.org/abs/1904.01355v5
RS (miss rate)
37.40
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FCOS
https://arxiv.org/abs/1904.01355v5
HO (miss rate)
63.73
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FCOS
https://arxiv.org/abs/1904.01355v5
R+HO (miss rate)
28.86
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-traffic
FCOS
https://arxiv.org/abs/1904.01355v5
ALL (miss rate)
40.02
Autonomous Vehicles > Pedestrian Detection
DVTOD
YOLOv6 (Thermal)
https://arxiv.org/abs/2209.02976v1
mAP
84.4
Autonomous Vehicles > Pedestrian Detection
DVTOD
CFT
https://arxiv.org/abs/2111.00273v4
mAP
82.7
Autonomous Vehicles > Pedestrian Detection
DVTOD
YOLOv3 (Thermal)
http://arxiv.org/abs/1804.02767v1
mAP
82.7
Autonomous Vehicles > Pedestrian Detection
DVTOD
CMX
https://arxiv.org/abs/2203.04838v5
mAP
81.6
Autonomous Vehicles > Pedestrian Detection
DVTOD
YOLOv6 (Visible)
https://arxiv.org/abs/2209.02976v1
mAP
38.1
Autonomous Vehicles > Pedestrian Detection
DVTOD
YOLOv3 (Visible)
http://arxiv.org/abs/1804.02767v1
mAP
34.5
Autonomous Vehicles > Pedestrian Detection
DVTOD
YOLOv7 (Thermal)
https://arxiv.org/abs/2207.02696v1
mAP
77.8
Autonomous Vehicles > Pedestrian Detection
DVTOD
YOLOv7 (Visible)
https://arxiv.org/abs/2207.02696v1
mAP
35.3
Autonomous Vehicles > Pedestrian Detection
MMPD-Dataset
MMPedestron
https://arxiv.org/abs/2407.10125v1
box mAP
79.0
Autonomous Vehicles > Pedestrian Detection
Caltech
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Reasonable Miss Rate
0.87
Autonomous Vehicles > Pedestrian Detection
Caltech
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Heavy MR^-2
19.5
Autonomous Vehicles > Pedestrian Detection
Caltech
F2DNet (extra data)
https://arxiv.org/abs/2203.02331v2
Reasonable Miss Rate
1.71
Autonomous Vehicles > Pedestrian Detection
Caltech
F2DNet (extra data)
https://arxiv.org/abs/2203.02331v2
Heavy MR^-2
20.42
Autonomous Vehicles > Pedestrian Detection
Caltech
Pedestron
https://arxiv.org/abs/2003.08799v7
Reasonable Miss Rate
1.76
Autonomous Vehicles > Pedestrian Detection
Caltech
Pedestron
https://arxiv.org/abs/2003.08799v7
Heavy MR^-2
25.7
Autonomous Vehicles > Pedestrian Detection
Caltech
F2DNet
https://arxiv.org/abs/2203.02331v2
Reasonable Miss Rate
2.2
Autonomous Vehicles > Pedestrian Detection
Caltech
F2DNet
https://arxiv.org/abs/2203.02331v2
Heavy MR^-2
38.7
Autonomous Vehicles > Pedestrian Detection
Caltech
VLPD
https://arxiv.org/abs/2304.03135v1
Reasonable Miss Rate
2.3
Autonomous Vehicles > Pedestrian Detection
Caltech
VLPD
https://arxiv.org/abs/2304.03135v1
Heavy MR^-2
37.7
Autonomous Vehicles > Pedestrian Detection
Caltech
NMS-Loss
https://arxiv.org/abs/2106.02426v1
Reasonable Miss Rate
2.92
Autonomous Vehicles > Pedestrian Detection
Caltech
FRCNN+FPN-Res50+refined feature map+Crowdhuman
http://arxiv.org/abs/1805.00123v1
Reasonable Miss Rate
3.46
Autonomous Vehicles > Pedestrian Detection
Caltech
CSP + CityPersons dataset
https://arxiv.org/abs/1904.02948v4
Reasonable Miss Rate
3.8
Autonomous Vehicles > Pedestrian Detection
Caltech
RepLoss + CityPersons dataset
http://arxiv.org/abs/1711.07752v2
Reasonable Miss Rate
4.0
Autonomous Vehicles > Pedestrian Detection
Caltech
OR-CNN + CityPersons dataset
http://arxiv.org/abs/1807.08407v1
Reasonable Miss Rate
4.1
Autonomous Vehicles > Pedestrian Detection
Caltech
CSP
https://arxiv.org/abs/1904.02948v4
Reasonable Miss Rate
4.5
Autonomous Vehicles > Pedestrian Detection
Caltech
ALFNet + CityPersons dataset
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Reasonable Miss Rate
4.5