Object Detection on CrowdHuman (full body)

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	InternImage-H	97.2	No	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
2	MMPedestron	97.1	No	When Pedestrian Detection Meets Multi-Modal Lear...	2024-07-14	Code
3	Progressive DETR	94.1	No	Progressive End-to-End Object Detection in Crowd...	2022-03-15	Code
4	DDQ DETR (R50)	93.8	No	Dense Distinct Query for End-to-End Object Detec...	2023-03-22	Code
5	DDQ R-CNN (R50)	93.5	No	Dense Distinct Query for End-to-End Object Detec...	2023-03-22	Code
6	Hulk(Finetune, ViT-L)	93	No	Hulk: A Universal Knowledge Translator for Human...	2023-12-04	Code
7	DDQ FCN (R50 One-Stage)	92.7	No	Dense Distinct Query for End-to-End Object Detec...	2023-03-22	Code
8	UniHCP (finetune)	92.5	No	UniHCP: A Unified Model for Human-Centric Percep...	2023-03-06	Code
9	Hulk(Finetune, ViT-B)	92.4	No	Hulk: A Universal Knowledge Translator for Human...	2023-12-04	Code
10	V2F-Net	91.03	No	V2F-Net: Explicit Decomposition of Occluded Pede...	2021-04-07	-
11	CrowdDet	90.7	No	Detection in Crowded Scenes: One Proposal, Multi...	2020-03-20	Code
12	Beta R-CNN	89.6	No	Beta R-CNN: Looking into Pedestrian Detection fr...	2022-10-23	-
13	NOH-NMS	89	No	NOH-NMS: Improving Pedestrian Detection by Nearb...	2020-07-27	Code
14	IterDet (Faster RCNN, ResNet50, 2 iterations)	88.08	No	IterDet: Iterative Scheme for Object Detection i...	2020-05-12	-
15	PS-RCNN (Faster RCNN, ResNet50, COCO Instance Masks	87.94	No	PS-RCNN: Detecting Secondary Human Instances in ...	2020-03-16	-
16	PS-RCNN (Faster RCNN, ResNet50)	86.05	No	PS-RCNN: Detecting Secondary Human Instances in ...	2020-03-16	-
17	Faster RCNN (ResNet50)	84.95	No	CrowdHuman: A Benchmark for Detecting Human in a...	2018-04-30	Code
18	Adaptive NMS (Faster RCNN, ResNet50)	84.71	No	Adaptive NMS: Refining Pedestrian Detection in a...	2019-04-07	-
19	IterDet (Faster RCNN, ResNet50, 1 iteration)	84.43	No	IterDet: Iterative Scheme for Object Detection i...	2020-05-12	-

#1InternImage-HSOTA
97.2
AP· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#2MMPedestron
97.1
AP· 2024-07-14
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset Code
#3Progressive DETRSOTA
94.1
AP· 2022-03-15
Progressive End-to-End Object Detection in Crowded Scenes Code
#4DDQ DETR (R50)
93.8
AP· 2023-03-22
Dense Distinct Query for End-to-End Object Detection Code
#5DDQ R-CNN (R50)
93.5
AP· 2023-03-22
Dense Distinct Query for End-to-End Object Detection Code
#6Hulk(Finetune, ViT-L)
93
AP· 2023-12-04
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Code
#7DDQ FCN (R50 One-Stage)
92.7
AP· 2023-03-22
Dense Distinct Query for End-to-End Object Detection Code
#8UniHCP (finetune)
92.5
AP· 2023-03-06
UniHCP: A Unified Model for Human-Centric Perceptions Code
#9Hulk(Finetune, ViT-B)
92.4
AP· 2023-12-04
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Code
#10V2F-NetSOTA
91.03
AP· 2021-04-07
V2F-Net: Explicit Decomposition of Occluded Pedestrian Detection
#11CrowdDetSOTA
90.7
AP· 2020-03-20
Detection in Crowded Scenes: One Proposal, Multiple Predictions Code
#12Beta R-CNN
89.6
AP· 2022-10-23
Beta R-CNN: Looking into Pedestrian Detection from Another Perspective
#13NOH-NMS
89
AP· 2020-07-27
NOH-NMS: Improving Pedestrian Detection by Nearby Objects Hallucination Code
#14IterDet (Faster RCNN, ResNet50, 2 iterations)
88.08
AP· 2020-05-12
IterDet: Iterative Scheme for Object Detection in Crowded Environments
#15PS-RCNN (Faster RCNN, ResNet50, COCO Instance MasksSOTA
87.94
AP· 2020-03-16
PS-RCNN: Detecting Secondary Human Instances in a Crowd via Primary Object Suppression
#16PS-RCNN (Faster RCNN, ResNet50)
86.05
AP· 2020-03-16
PS-RCNN: Detecting Secondary Human Instances in a Crowd via Primary Object Suppression
#17Faster RCNN (ResNet50)SOTA
84.95
AP· 2018-04-30
CrowdHuman: A Benchmark for Detecting Human in a Crowd Code
#18Adaptive NMS (Faster RCNN, ResNet50)
84.71
AP· 2019-04-07
Adaptive NMS: Refining Pedestrian Detection in a Crowd
#19IterDet (Faster RCNN, ResNet50, 1 iteration)
84.43
AP· 2020-05-12
IterDet: Iterative Scheme for Object Detection in Crowded Environments