Detection benchmark

This benchmark is closed.

The Eurocity Persons Dataset detection challenge no longer accepts submissions and no new results are evaluated. The leaderboard below is a fixed snapshot of the final standings from the previous Eurocity Persons Dataset website, kept for reference. The dataset itself remains available for download.

Results are ranked by log-average miss rate (LAMR) on the reasonable subset; lower is better. Day and Night are evaluated separately.

Day

#	Method	Submitted by	LAMR reasonable	LAMR small	LAMR occluded	LAMR all	External data	Publication	Code	Submitted on
1	SPNet w cascade	Huawei Noah AI Th...	0.042	0.095	0.216	0.139	ImageNet	link	link	2020-03-18
2	LSFM	Abdul Hannan Khan	0.044	0.099	0.230	0.150	ImageNet, TJU-DHD...	link	link	2022-10-16
3	Pedestron	IIAI, UAE	0.051	0.112	0.254	0.162	ImageNet	link	link	2020-03-09
4	APD	Anonymous	0.053	0.124	0.268	0.173	ImageNet	link	—	2020-05-08
5	SPNet w FPN	Huawei Noah AI Th...	0.055	0.121	0.246	0.165	ImageNet	link	link	2019-10-15
6	Pedestrian2	Hongsong Wang	0.056	0.126	0.266	0.171	ImageNet	—	will be released as soon as the paper is accepted	2019-11-06
7	DAGN	DSLab	0.059	0.142	0.263	0.175	ImageNet	link	—	2021-07-01
8	Real-time Pedestr...	Irtiza and LiJinp...	0.066	0.136	0.313	0.193	ImageNet	link	link	2020-01-13
9	Irtiza and LiJinp...	Irtiza Hasan	0.086	0.168	0.379	0.230	ImageNet	link	will be made soon	2019-12-04
10	YOLOv3	ECP Team	0.097	0.186	0.401	0.242	ImageNet	link	—	2019-04-01
11	Faster R-CNN	ECP Team	0.101	0.196	0.381	0.251	ImageNet	link	—	2019-04-01
12	F2DNet	Abdul Hannan Khan	0.107	0.175	0.387	0.261	ImageNet	link	link	2021-12-29
13	Pedestron	Jannes Scholz	0.121	0.215	0.524	0.285	—	—	—	2024-01-05
14	SSD	ECP Team	0.131	0.235	0.460	0.296	ImageNet	link	—	2019-04-02
15	Torchvision Faste...	Attila Lengyel	0.141	0.296	0.439	0.309	ImageNet	link	link	2020-04-21
16	R-FCN (with OHEM)	ECP Team	0.163	0.245	0.507	0.330	ImageNet	link	—	2019-04-01
17	YOLOv3_640	HUI_Tsinghua-Daim...	0.273	0.564	0.623	0.456	—	—	—	2019-05-17
18	YOLOv3-spp	Surromind .	0.425	0.679	0.755	0.586	ImageNet	—	—	2019-11-13
19	YOLOv3	Surromind .	0.699	0.916	0.877	0.789	ImageNet	—	—	2019-11-05

Night

#	Method	Submitted by	LAMR reasonable	LAMR small	LAMR occluded	LAMR all	External data	Publication	Code	Submitted on
1	SPNet w cascade	Huawei Noah AI Th...	0.066	0.119	0.231	0.131	ImageNet	link	link	2020-03-18
2	Pedestrian2	Hongsong Wang	0.071	0.127	0.244	0.140	ImageNet	—	will be released as soon as the paper is accepted	2019-11-06
3	SPNet w FPN	Huawei Noah AI Th...	0.090	0.172	0.292	0.170	ImageNet	link	link	2019-10-15
4	Pedestron (retrai...	Anonymous	0.096	0.158	0.275	0.162	ImageNet, Wider P...	—	—	2021-09-06
5	FasterRCNN with M...	Anonymous	0.150	0.253	0.653	0.295	ImageNet	—	—	2019-07-08
6	Faster R-CNN	ECP Team	0.201	0.359	0.701	0.358	ImageNet	link	—	2019-05-02

Some values in this snapshot are truncated.