Ccspoet/traffic-monitoring-CV-project

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mobility

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softwareproject

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Ccs

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Real-time traffic detection, tracking and counting — AIMS Senegal CV 2026 # 🇸🇳 National Traffic Intelligence System **AIMS Senegal — Computer Vision Project 2026** > Real-time detection, tracking, and counting of road-traffic objects across multiple video scenes, built for the Senegalese urban context and deployed publicly on Fly.io. 🌐 **Live Demo:** aims-traffic-monitor-marble… 📁 **GitHub:** github.com --- ## 👥 Authors - Charlotte Chepngeno Sigei - Fatou Binetou Mbaye - Akoto Juducael Eric **Supervisor:** Jordan Felicien Masakuna **Institution:** African Institute for Mathematical Sciences (AIMS) Senegal **Academic Year:** 2025–2026 --- ## 📌 Overview This system processes traffic video footage frame by frame, assigns persistent unique IDs to every detected object using ByteTrack, and exposes results through a Flask web interface with live MJPEG streaming and a Chart.js analytics dashboard. The model was fine-tuned on the VisDrone2019-DET dataset using YOLOv11m on a Kaggle Tesla T4 GPU across two training stages (10 + 20 epochs), covering 10 traffic object classes including tricycles (tuktuks) common in West Africa. --- ## 🚀 Key Features | Feature | Detail | |---------|--------| | **Detection** | YOLOv11m fine-tuned on VisDrone — 10 classes | | **Tracking** | ByteTrack via Ultralytics — persistent unique IDs | | **Counting** | Unique object counts, not per-frame detections | | **Tuktuk logic** | Tricycle classes relabelled as "tuktuk" for Senegal context | | **Live streaming** | MJPEG stream with colour-coded bounding boxes and track IDs | | **Video upload** | Drag-and-drop or browse to upload MP4/AVI/MOV | | **Class filter** | Toggle which object types to track per session | | **Confidence slider** | Adjustable detection threshold (0.10 – 0.90) | | **CSV logging** | 19-column structured logs saved after each session | | **Analytics dashboard** | Cross-scene charts, timeline, class breakdown (Chart.js) | | **Public deployment** | Hosted on Fly.io — ac …

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Ccspoet/traffic-monitoring-CV-project

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