基于YOLO模型的路面缺陷检测(Road Damage Detection)
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Updated
May 10, 2025 - Python
基于YOLO模型的路面缺陷检测(Road Damage Detection)
Integrated real-time data analytics for optimized public transport, innovative road monitoring using demand prediction, and conditioning tech for sustainability, real time pothole detection either by image or video, smart parking count system for efficiency using AI/ML.
An application for automatic road damage assessment using semantic segmentation on high-resolution images. The project helps municipal authorities and maintenance teams detect and prioritize road repairs, improving safety and reducing costs.
Pre-alpha Python and Go toolkit for computer-vision road observations, traffic forecasting, GPS/GeoJSON, map-matching contracts, and route intelligence.
轻量级道路灾害巡查:识别横向/纵向裂缝、坑洞、垃圾(类别可扩展),支持人工与模型辅助标注 — 架构设计文档集(M0):数据模型、OpenAPI 契约、训练门禁与边缘离线推理方案
Transfer learning benchmark: ResNet-50, EfficientNet-B3, ViT-B/16, MobileNet-V3 on RDD2022 Japan pavement distress dataset — accuracy, calibration, latency, and parameter count evaluated.
Real-time road damage detection on Raspberry Pi 5 using YOLOv8 Nano with NCNN and Hailo-8 backends. Engineering thesis — AGH UST 2026.
Deep Learning-based road damage detection and classification. Features a CNN pipeline for image analysis, a web-based monitoring dashboard, and an integrated messaging service for real-time safety alerts.
AI-powered road damage detection and road health assessment using YOLO, Streamlit, and GPS visualization.
Reproducible CPU-only road damage detection on RDD2022 with domain-aware COCO evaluation and an IEEE paper
YOLOv8 pavement distress detection with Grad-CAM explainability — heatmaps, per-class confidence analysis, confusion matrix, and Streamlit dashboard
AIQYN — қала жол инфрақұрылымының ақауын AI арқылы автоматты анықтап, ресми құжатын дайындайтын жүйе (SmartCity Hackathon 2026, Шымкент)
An advanced YOLOv8 object detection pipeline trained on mixed BDD100k & RDD datasets. Features custom stratification, live spatial mapping, and a three-tier risk assessment classifier optimized
AI road damage detection with severity scoring, cross-frame video tracking and geospatial mapping. YOLO + Streamlit, CPU-only inference.
Ai powered smart road damager detection and repair cost estimator and citizen reporting software
Automated ASTM D6433 Pavement Condition Index from road imagery — detection, inverse perspective mapping, and the deduct-value mathematics
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