Pedestrian Detection on CityPersons

Metric: Bare MR^-2 (higher is better)

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#	Model↕	Bare MR^-2▼	Extra Data	Paper	Date↕	Code
1	TLL	10	No	Small-scale Pedestrian Detection Based on Somati...	2018-07-04	-
2	TLL+MRF	9.2	No	Small-scale Pedestrian Detection Based on Somati...	2018-07-04	-
3	ALFNet	8.4	No	-	-	Code
4	RepLoss	7.6	No	Repulsion Loss: Detecting Pedestrians in a Crowd	2017-11-21	Code
5	CSP (with offset) + ResNet-50	7.3	No	Center and Scale Prediction: Anchor-free Approac...	2019-04-05	Code
6	OR-CNN	6.7	No	Occlusion-aware R-CNN: Detecting Pedestrians in ...	2018-07-23	-
7	NOH-NMS	6.6	No	NOH-NMS: Improving Pedestrian Detection by Nearb...	2020-07-27	Code
8	Beta R-CNN	6.4	No	Beta R-CNN: Looking into Pedestrian Detection fr...	2022-10-23	-
9	Pedestron	6.2	Yes	Generalizable Pedestrian Detection: The Elephant...	2020-03-19	Code
10	VLPD	6.1	No	VLPD: Context-Aware Pedestrian Detection via Vis...	2023-04-06	Code
11	ACSP	5.6	No	Adapted Center and Scale Prediction: More Stable...	2020-02-20	Code
12	ACSP + EuroCity Persons	4.9	Yes	Adapted Center and Scale Prediction: More Stable...	2020-02-20	Code

#1TLLSOTA
10
Bare MR^-2· 2018-07-04
Small-scale Pedestrian Detection Based on Somatic Topology Localization and Temporal Feature Aggregation
#2TLL+MRF
9.2
Bare MR^-2· 2018-07-04
Small-scale Pedestrian Detection Based on Somatic Topology Localization and Temporal Feature Aggregation
#3ALFNet
8.4
Bare MR^-2
No paperCode
#4RepLossSOTA
7.6
Bare MR^-2· 2017-11-21
Repulsion Loss: Detecting Pedestrians in a Crowd Code
#5CSP (with offset) + ResNet-50
7.3
Bare MR^-2· 2019-04-05
Center and Scale Prediction: Anchor-free Approach for Pedestrian and Face Detection Code
#6OR-CNN
6.7
Bare MR^-2· 2018-07-23
Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd
#7NOH-NMS
6.6
Bare MR^-2· 2020-07-27
NOH-NMS: Improving Pedestrian Detection by Nearby Objects Hallucination Code
#8Beta R-CNN
6.4
Bare MR^-2· 2022-10-23
Beta R-CNN: Looking into Pedestrian Detection from Another Perspective
#9Pedestron
6.2
Bare MR^-2· Extra Data· 2020-03-19
Generalizable Pedestrian Detection: The Elephant In The Room Code
#10VLPD
6.1
Bare MR^-2· 2023-04-06
VLPD: Context-Aware Pedestrian Detection via Vision-Language Semantic Self-Supervision Code
#11ACSP
5.6
Bare MR^-2· 2020-02-20
Adapted Center and Scale Prediction: More Stable and More Accurate Code
#12ACSP + EuroCity Persons
4.9
Bare MR^-2· Extra Data· 2020-02-20
Adapted Center and Scale Prediction: More Stable and More Accurate Code