How to Build a Pothole Segmentation Model using U-Net and ResNet34 | Computer Vision
Pothole Image Segmentation using U-Net (ResNet34)
📌 Overview
This repository provides a complete pipeline for pothole segmentation from images using deep learning. It utilizes the U-Net architecture with a ResNet34 encoder backbone, implemented using PyTorch and segmentation-models-pytorch.
🚀 Features
Polygon annotation visualization ✅
Custom Dataset Loader for YOLO-format polygon annotations ✅
Pre-trained U-Net + ResNet34 encoder ✅
Cosine Annealing LR Scheduler ✅
Best model saving during training ✅
Segmentation predictions visualization ✅
🗂️ Dataset
📥 Download Dataset: https://drive.google.com/file/d/1d9qW_ctiCjKOiuA7-O6mX4cJgP3jcTDf/view?usp=sharing
#PotholeDetection #ImageSegmentation #ComputerVision #DeepLearning #UNet #ResNet34 #PyTorch #SemanticSegmentation #AI #MachineLearning #RoadSafety #AIForGood #OpenCV #VisionAI #SegmentationModels
Видео How to Build a Pothole Segmentation Model using U-Net and ResNet34 | Computer Vision канала CV orbit
📌 Overview
This repository provides a complete pipeline for pothole segmentation from images using deep learning. It utilizes the U-Net architecture with a ResNet34 encoder backbone, implemented using PyTorch and segmentation-models-pytorch.
🚀 Features
Polygon annotation visualization ✅
Custom Dataset Loader for YOLO-format polygon annotations ✅
Pre-trained U-Net + ResNet34 encoder ✅
Cosine Annealing LR Scheduler ✅
Best model saving during training ✅
Segmentation predictions visualization ✅
🗂️ Dataset
📥 Download Dataset: https://drive.google.com/file/d/1d9qW_ctiCjKOiuA7-O6mX4cJgP3jcTDf/view?usp=sharing
#PotholeDetection #ImageSegmentation #ComputerVision #DeepLearning #UNet #ResNet34 #PyTorch #SemanticSegmentation #AI #MachineLearning #RoadSafety #AIForGood #OpenCV #VisionAI #SegmentationModels
Видео How to Build a Pothole Segmentation Model using U-Net and ResNet34 | Computer Vision канала CV orbit
computer vision semantic segmentation segmentation instance segmentation computer vision for pothole detection pothole detection using python and deep learning using convolutional neural networks to detect potholes pothole detection using image processing pothole detection using artificial intelligence smart pothole detection using deep learning image segmentation pothole detection || pothole detection using python and deep learning road surface segmentation
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16 июня 2025 г. 20:30:18
00:37:22
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