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TFP - BD:用于孟加拉国城市道路上交通流和行人运动分析的图像数据集。

TFP-BD: An image dataset for Traffic Flow and Pedestrian movement analysis on Bangladeshi urban roads.

作者信息

Islam Mohammad Manzurul, Das Aritra, Shams Karib, Hasan Md Rakibul, Hasan Kazi Ferdous, Rashid Mohammad Rifat Ahmmad, Chowdhury Abdullahi, Ali Md Sawkat, Islam Maheen, Shahjalal Mohammed, Masum Saleh

机构信息

Department of Computer Science and Engineering, East West University Bangladesh, Jahurul Islam Ave, Dhaka 1212, Bangladesh.

Department of Law, East West University Bangladesh, Jahurul Islam Ave, Dhaka 1212, Bangladesh.

出版信息

Data Brief. 2025 Feb 18;59:111398. doi: 10.1016/j.dib.2025.111398. eCollection 2025 Apr.

Abstract

In Bangladesh, people sadly are not very much concerned about traffic rules. This study focuses on traffic flow patterns at four locations in Dhaka: Shapla Chattar, Arambag, Bashabo and Abul Hotel. Foot over bridges were used to collect video data, which captured single-lane and double-lane traffic conditions involving different types of vehicles and irregular pedestrian movement. The dataset comprises of 23,678 images extracted from the videos, taken at five different time periods on weekdays. These photos were later annotated using roboflow. This dataset provides a unique view on traffic situations in Dhaka, Bangladesh, by presenting unstructured traffic environments in different conditions at different road junctions. Monitoring vehicle fitness, examining pedestrian behaviour, and measuring vehicle flow in varying environmental contexts (e.g., day, dusk, night, rain) are all possible applications. Researchers can experiment with different machine learning techniques in such traffic environments.

摘要

在孟加拉国,令人遗憾的是,人们不太关心交通规则。本研究聚焦于达卡四个地点的交通流模式:睡莲广场、阿兰巴格、巴沙博和阿布酒店。通过人行天桥收集视频数据,这些数据捕捉了涉及不同类型车辆和不规则行人移动的单车道和双车道交通状况。该数据集由从视频中提取的23678张图像组成,这些图像是在工作日的五个不同时间段拍摄的。这些照片后来使用roboflow进行了标注。该数据集通过呈现不同道路交叉口在不同条件下的非结构化交通环境,提供了对孟加拉国达卡交通状况的独特视角。监测车辆健康状况、检查行人行为以及测量不同环境背景(如白天、黄昏、夜晚、下雨)下的车辆流量都是可能的应用。研究人员可以在这样的交通环境中试验不同的机器学习技术。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/afa5/11919376/8e94773e89a1/gr1.jpg

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