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9.22k
Autonomous Vehicles > Pedestrian Detection
Caltech
RepLoss
http://arxiv.org/abs/1711.07752v2
Reasonable Miss Rate
5.0
Autonomous Vehicles > Pedestrian Detection
Caltech
Zhang et al. *
http://arxiv.org/abs/1702.05693v1
Reasonable Miss Rate
5.1
Autonomous Vehicles > Pedestrian Detection
Caltech
HyperLearner
http://arxiv.org/abs/1705.02757v1
Reasonable Miss Rate
5.5
Autonomous Vehicles > Pedestrian Detection
Caltech
Zhang et al.
http://arxiv.org/abs/1702.05693v1
Reasonable Miss Rate
5.8
Autonomous Vehicles > Pedestrian Detection
Caltech
ALFNet
http://openaccess.thecvf.com/content_ECCV_2018/html/Wei_Liu_Learning_Efficient_Single-stage_ECCV_2018_paper.html
Reasonable Miss Rate
6.1
Autonomous Vehicles > Pedestrian Detection
Caltech
TFAN
http://openaccess.thecvf.com/content_CVPR_2020/html/Wu_Temporal-Context_Enhanced_Detection_of_Heavily_Occluded_Pedestrians_CVPR_2020_paper.html
Reasonable Miss Rate
6.5
Autonomous Vehicles > Pedestrian Detection
Caltech
RPN+BF
http://arxiv.org/abs/1607.07032v2
Reasonable Miss Rate
7.3
Autonomous Vehicles > Pedestrian Detection
Caltech
SDS-RCNN
http://arxiv.org/abs/1706.08564v1
Reasonable Miss Rate
7.36
Autonomous Vehicles > Pedestrian Detection
Caltech
F-DNN+SS
http://arxiv.org/abs/1610.03466v2
Reasonable Miss Rate
8.18
Autonomous Vehicles > Pedestrian Detection
Caltech
FasterRCNN
http://arxiv.org/abs/1607.07032v2
Reasonable Miss Rate
8.7
Autonomous Vehicles > Pedestrian Detection
Caltech
SA-FastRCNN
http://arxiv.org/abs/1510.08160v3
Reasonable Miss Rate
9.68
Autonomous Vehicles > Pedestrian Detection
Caltech
MS-CNN
http://arxiv.org/abs/1607.07155v1
Reasonable Miss Rate
9.95
Autonomous Vehicles > Pedestrian Detection
Caltech
MCF
http://arxiv.org/abs/1603.00124v1
Reasonable Miss Rate
10.40
Autonomous Vehicles > Pedestrian Detection
Caltech
CompACT-Deep
http://arxiv.org/abs/1507.05348v1
Reasonable Miss Rate
11.75
Autonomous Vehicles > Pedestrian Detection
Caltech
Part-level CNN + saliency and bounding box alignment
http://arxiv.org/abs/1810.00689v1
Reasonable Miss Rate
12.4
Autonomous Vehicles > Pedestrian Detection
Caltech
NNNF
http://arxiv.org/abs/1511.08058v1
Reasonable Miss Rate
16.20
Autonomous Vehicles > Pedestrian Detection
Caltech
Checkerboards+
http://arxiv.org/abs/1501.05759v1
Reasonable Miss Rate
17.1
Autonomous Vehicles > Pedestrian Detection
Caltech
TA-CNN
http://arxiv.org/abs/1412.0069v1
Reasonable Miss Rate
20.9
Autonomous Vehicles > Pedestrian Detection
Caltech
AlexNet
http://arxiv.org/abs/1501.05790v1
Reasonable Miss Rate
23.3
Autonomous Vehicles > Pedestrian Detection
Caltech
LDCF
http://papers.nips.cc/paper/5419-local-decorrelation-for-improved-pedestrian-detection
Reasonable Miss Rate
24.8
Autonomous Vehicles > Pedestrian Detection
Caltech
UniHCP (FT)
https://arxiv.org/abs/2303.02936v4
Heavy MR^-2
27.2
Autonomous Vehicles > Pedestrian Detection
LLVIP
MMPedestron
https://arxiv.org/abs/2407.10125v1
AP
0.726
Autonomous Vehicles > Pedestrian Detection
LLVIP
CAFF-DINO
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10678534
AP
0.685
Autonomous Vehicles > Pedestrian Detection
LLVIP
MiPa
https://arxiv.org/abs/2404.18849v2
AP
0.665
Autonomous Vehicles > Pedestrian Detection
LLVIP
CFT
https://arxiv.org/abs/2111.00273v4
AP
0.636
Autonomous Vehicles > Pedestrian Detection
LLVIP
CFT
https://arxiv.org/abs/2111.00273v4
log average miss rate
5.40%
Autonomous Vehicles > Pedestrian Detection
LLVIP
UniRGB-IR
https://arxiv.org/abs/2404.17360v2
AP
0.632
Autonomous Vehicles > Pedestrian Detection
LLVIP
RSDet
https://arxiv.org/abs/2401.10731v6
AP
0.613
Autonomous Vehicles > Pedestrian Detection
LLVIP
CMX
https://arxiv.org/abs/2203.04838v5
AP
0.596
Autonomous Vehicles > Pedestrian Detection
LLVIP
CSSA
https://openaccess.thecvf.com/content/CVPR2023W/PBVS/html/Cao_Multimodal_Object_Detection_by_Channel_Switching_and_Spatial_Attention_CVPRW_2023_paper.html
AP
0.592
Autonomous Vehicles > Pedestrian Detection
LLVIP
GAFF
https://openaccess.thecvf.com/content/CVPR2023W/PBVS/html/Cao_Multimodal_Object_Detection_by_Channel_Switching_and_Spatial_Attention_CVPRW_2023_paper.html
AP
0.558
Autonomous Vehicles > Pedestrian Detection
LLVIP
Halfway Fusion
https://openaccess.thecvf.com/content/CVPR2023W/PBVS/html/Cao_Multimodal_Object_Detection_by_Channel_Switching_and_Spatial_Attention_CVPRW_2023_paper.html
AP
0.551
Autonomous Vehicles > Pedestrian Detection
LLVIP
YoloV5-RGB
https://arxiv.org/abs/2108.10831v4
AP
0.527
Autonomous Vehicles > Pedestrian Detection
LLVIP
YoloV5-RGB
https://arxiv.org/abs/2108.10831v4
log average miss rate
22.59%
Autonomous Vehicles > Pedestrian Detection
LLVIP
ProbEn
https://openaccess.thecvf.com/content/CVPR2023W/PBVS/html/Cao_Multimodal_Object_Detection_by_Channel_Switching_and_Spatial_Attention_CVPRW_2023_paper.html
AP
0.515
Autonomous Vehicles > Pedestrian Detection
LLVIP
ProbEn
https://arxiv.org/abs/2104.02904v3
AP
0.515
Autonomous Vehicles > Pedestrian Detection
LLVIP
YoloV3-RGB
https://arxiv.org/abs/2108.10831v4
AP
0.466
Autonomous Vehicles > Pedestrian Detection
LLVIP
YoloV3-RGB
https://arxiv.org/abs/2108.10831v4
log average miss rate
37.70%
Autonomous Vehicles > Pedestrian Detection
LLVIP
INSANet
https://www.mdpi.com/1424-8220/24/4/1168
log average miss rate
4.43%
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
EGCL
https://arxiv.org/abs/2111.08974v3
R (miss rate)
24.84
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
EGCL
https://arxiv.org/abs/2111.08974v3
RS (miss rate)
-
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
EGCL
https://arxiv.org/abs/2111.08974v3
HO (miss rate)
65.27
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
EGCL
https://arxiv.org/abs/2111.08974v3
R+HO (miss rate)
32.39
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
EGCL
https://arxiv.org/abs/2111.08974v3
ALL (miss rate)
34.87
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
CrowdDet
https://arxiv.org/abs/2003.09163v2
R (miss rate)
25.73
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
CrowdDet
https://arxiv.org/abs/2003.09163v2
RS (miss rate)
-
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
CrowdDet
https://arxiv.org/abs/2003.09163v2
HO (miss rate)
66.38
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
CrowdDet
https://arxiv.org/abs/2003.09163v2
R+HO (miss rate)
33.63
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
CrowdDet
https://arxiv.org/abs/2003.09163v2
ALL (miss rate)
35.90
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
FCOS
https://arxiv.org/abs/1904.01355v5
R (miss rate)
31.89
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
FCOS
https://arxiv.org/abs/1904.01355v5
RS (miss rate)
69.04
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
FCOS
https://arxiv.org/abs/1904.01355v5
HO (miss rate)
81.28
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
FCOS
https://arxiv.org/abs/1904.01355v5
R+HO (miss rate)
39.38
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
FCOS
https://arxiv.org/abs/1904.01355v5
ALL (miss rate)
41.62
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
RetinaNet
http://arxiv.org/abs/1708.02002v2
R (miss rate)
34.73
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
RetinaNet
http://arxiv.org/abs/1708.02002v2
RS (miss rate)
82.99
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
RetinaNet
http://arxiv.org/abs/1708.02002v2
HO (miss rate)
71.31
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
RetinaNet
http://arxiv.org/abs/1708.02002v2
R+HO (miss rate)
42.26
Autonomous Vehicles > Pedestrian Detection
TJU-Ped-campus
RetinaNet
http://arxiv.org/abs/1708.02002v2
ALL (miss rate)
44.34
Autonomous Vehicles > Pedestrian Detection
CVC14
CFT
https://arxiv.org/abs/2111.00273v4
AP50
78.2
Autonomous Vehicles > Pedestrian Detection
CVC14
CMX
https://arxiv.org/abs/2203.04838v5
AP50
68.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
DIW Loss
https://dl.acm.org/doi/pdf/10.1145/3568160.3570225
Reasonable MR^-2
6.23
Autonomous Vehicles > Pedestrian Detection
CityPersons
DIW Loss
https://dl.acm.org/doi/pdf/10.1145/3568160.3570225
Heavy MR^-2
28.37
Autonomous Vehicles > Pedestrian Detection
CityPersons
DIW Loss
https://dl.acm.org/doi/pdf/10.1145/3568160.3570225
Small MR^-2
7.36
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM (Additional Data)
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Reasonable MR^-2
6.38
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM (Additional Data)
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
24.73
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM (Additional Data)
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Small MR^-2
7.90
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM (Additional Data)
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Test Time
0.18
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Reasonable MR^-2
7.5
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Heavy MR^-2
33.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Partial MR^-2
5.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Bare MR^-2
6.2
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Small MR^-2
8.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Medium MR^-2
3.0
Autonomous Vehicles > Pedestrian Detection
CityPersons
Pedestron
https://arxiv.org/abs/2003.08799v7
Large MR^-2
4.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet (extra data)
https://arxiv.org/abs/2203.02331v2
Reasonable MR^-2
7.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet (extra data)
https://arxiv.org/abs/2203.02331v2
Heavy MR^-2
26.23
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet (extra data)
https://arxiv.org/abs/2203.02331v2
Small MR^-2
9.43
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet (extra data)
https://arxiv.org/abs/2203.02331v2
Test Time
0.44s/img
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Reasonable MR^-2
8.5
Autonomous Vehicles > Pedestrian Detection
CityPersons
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
31.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Small MR^-2
8.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
LSFM
http://openaccess.thecvf.com//content/CVPR2023/html/Khan_Localized_Semantic_Feature_Mixers_for_Efficient_Pedestrian_Detection_in_Autonomous_CVPR_2023_paper.html
Test Time
0.18
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet
https://arxiv.org/abs/2203.02331v2
Reasonable MR^-2
8.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet
https://arxiv.org/abs/2203.02331v2
Heavy MR^-2
32.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet
https://arxiv.org/abs/2203.02331v2
Small MR^-2
11.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
F2DNet
https://arxiv.org/abs/2203.02331v2
Test Time
0.44s/img
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP
https://arxiv.org/abs/2002.09053v2
Reasonable MR^-2
9.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP
https://arxiv.org/abs/2002.09053v2
Heavy MR^-2
46.3
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP
https://arxiv.org/abs/2002.09053v2
Partial MR^-2
8.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
ACSP
https://arxiv.org/abs/2002.09053v2
Bare MR^-2
5.6
Autonomous Vehicles > Pedestrian Detection
CityPersons
VLPD
https://arxiv.org/abs/2304.03135v1
Reasonable MR^-2
9.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
VLPD
https://arxiv.org/abs/2304.03135v1
Heavy MR^-2
43.1
Autonomous Vehicles > Pedestrian Detection
CityPersons
VLPD
https://arxiv.org/abs/2304.03135v1
Partial MR^-2
8.8
Autonomous Vehicles > Pedestrian Detection
CityPersons
VLPD
https://arxiv.org/abs/2304.03135v1
Bare MR^-2
6.1
Autonomous Vehicles > Pedestrian Detection
CityPersons
VLPD
https://arxiv.org/abs/2304.03135v1
Small MR^-2
10.9
Autonomous Vehicles > Pedestrian Detection
CityPersons
SOLIDER
https://arxiv.org/abs/2303.17602v1
Reasonable MR^-2
9.7
Autonomous Vehicles > Pedestrian Detection
CityPersons
SOLIDER
https://arxiv.org/abs/2303.17602v1
Heavy MR^-2
39.4
Autonomous Vehicles > Pedestrian Detection
CityPersons
NMS-Loss
https://arxiv.org/abs/2106.02426v1
Reasonable MR^-2
10.08
Autonomous Vehicles > Pedestrian Detection
CityPersons
Beta R-CNN
https://arxiv.org/abs/2210.12758v1
Reasonable MR^-2
10.6