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CrowdHuman (full body)
3D on CrowdHuman (full body)
Metric: AP (higher is better)
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#
Model
↕
AP
▼
Augmentations
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
-