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2D Object Detection
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CrowdHuman (full body)
2D Object Detection on CrowdHuman (full body)
Metric: mMR (higher is better)
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#
Model
↕
mMR
▼
Augmentations
Paper
Date
↕
Code
1
Faster RCNN (ResNet50)
50.49
No
CrowdHuman: A Benchmark for Detecting Human in a...
2018-04-30
Code
2
Adaptive NMS (Faster RCNN, ResNet50)
49.73
No
Adaptive NMS: Refining Pedestrian Detection in a...
2019-04-07
-
3
IterDet (Faster RCNN, ResNet50, 2 iterations)
49.44
No
IterDet: Iterative Scheme for Object Detection i...
2020-05-12
-
4
IterDet (Faster RCNN, ResNet50, 1 iteration)
49.12
No
IterDet: Iterative Scheme for Object Detection i...
2020-05-12
-
5
NOH-NMS
43.9
No
NOH-NMS: Improving Pedestrian Detection by Nearb...
2020-07-27
Code
6
V2F-Net
42.28
No
V2F-Net: Explicit Decomposition of Occluded Pede...
2021-04-07
-
7
UniHCP (finetune)
41.6
No
UniHCP: A Unified Model for Human-Centric Percep...
2023-03-06
Code
8
CrowdDet
41.4
No
Detection in Crowded Scenes: One Proposal, Multi...
2020-03-20
Code
9
DDQ FCN (R50 One-Stage)
41
No
Dense Distinct Query for End-to-End Object Detec...
2023-03-22
Code
10
Hulk(Finetune, ViT-B)
40.7
No
Hulk: A Universal Knowledge Translator for Human...
2023-12-04
Code
11
DDQ R-CNN (R50)
40.4
No
Dense Distinct Query for End-to-End Object Detec...
2023-03-22
Code
12
Beta R-CNN
40.3
No
Beta R-CNN: Looking into Pedestrian Detection fr...
2022-10-23
-
13
DDQ DETR (R50)
39.7
No
Dense Distinct Query for End-to-End Object Detec...
2023-03-22
Code
14
Progressive DETR
37.7
No
Progressive End-to-End Object Detection in Crowd...
2022-03-15
Code
15
Hulk(Finetune, ViT-L)
36.5
No
Hulk: A Universal Knowledge Translator for Human...
2023-12-04
Code
16
MMPedestron
30.8
No
When Pedestrian Detection Meets Multi-Modal Lear...
2024-07-14
Code