CityPersons

Dataset Information
Modalities
Images
Introduced
2017
License
Custom (non-commercial)
Homepage
Official Website
Contents

Overview

The CityPersons dataset is a subset of Cityscapes which only consists of person annotations. There are 2975 images for training, 500 and 1575 images for validation and testing. The average of the number of pedestrians in an image is 7. The visible-region and full-body annotations are provided.

Source: NMS by Representative Region: Towards Crowded Pedestrian Detection by Proposal Pairing
Image Source: https://github.com/CharlesShang/Detectron-PYTORCH/tree/master/data/citypersons

Variants: CityPersons

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Pedestrian Detection VLPD VLPD: Context-Aware Pedestrian Detection via … 2023-04-06
Pedestrian Detection SOLIDER Beyond Appearance: a Semantic Controllable … 2023-03-30
Pedestrian Detection Beta R-CNN Beta R-CNN: Looking into Pedestrian … 2022-10-23
Pedestrian Detection F2DNet (extra data) F2DNet: Fast Focal Detection Network … 2022-03-04
Pedestrian Detection F2DNet F2DNet: Fast Focal Detection Network … 2022-03-04
Pedestrian Detection NMS-Loss NMS-Loss: Learning with Non-Maximum Suppression … 2021-06-04
Object Detection V2F-Net V2F-Net: Explicit Decomposition of Occluded … 2021-04-07
Pedestrian Detection NOH-NMS NOH-NMS: Improving Pedestrian Detection by … 2020-07-27
Pedestrian Detection Pedestron Generalizable Pedestrian Detection: The Elephant … 2020-03-19
Pedestrian Detection ACSP + EuroCity Persons Adapted Center and Scale Prediction: … 2020-02-20
Pedestrian Detection ACSP Adapted Center and Scale Prediction: … 2020-02-20
Pedestrian Detection CSP (with offset) + ResNet-50 Center and Scale Prediction: Anchor-free … 2019-04-05
Pedestrian Detection OR-CNN Occlusion-aware R-CNN: Detecting Pedestrians in … 2018-07-23
Pedestrian Detection TLL Small-scale Pedestrian Detection Based on … 2018-07-04
Pedestrian Detection TLL+MRF Small-scale Pedestrian Detection Based on … 2018-07-04
Pedestrian Detection FRCNN+FPN-Res50+refined feature map+Crowdhuman CrowdHuman: A Benchmark for Detecting … 2018-04-30
Pedestrian Detection RepLoss Repulsion Loss: Detecting Pedestrians in … 2017-11-21
Pedestrian Detection FRCNN CityPersons: A Diverse Dataset for … 2017-02-19
Pedestrian Detection FRCNN+Seg CityPersons: A Diverse Dataset for … 2017-02-19

Research Papers

Recent papers with results on this dataset:

External Links: