Crack Detection Segmentation ML Frameworks

Deep learning and computer vision tools for detecting, segmenting, and classifying cracks in infrastructure (concrete, roads, surfaces) and materials. Does NOT include general object detection frameworks, medical crack/fracture analysis, or non-crack defect detection systems.

There are 16 crack detection segmentation frameworks tracked. 1 score above 50 (established tier). The highest-rated is yhlleo/DeepSegmentor at 50/100 with 302 stars.

Get all 16 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=crack-detection-segmentation&limit=20"

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# Framework Score Tier
1 yhlleo/DeepSegmentor

A Pytorch implementation of DeepCrack and RoadNet projects.
50
Established
2 khanhha/crack_segmentation

This repository contains code and dataset for the task crack segmentation...
43
Emerging
3 yhlleo/DeepCrack

DeepCrack: A Deep Hierarchical Feature Learning Architecture for Crack...
39
Emerging
4 nantonzhang/Awesome-Crack-Detection

A comprehensive paper list of deep learning for crack detection, in terms of...
32
Emerging
5 KentaItakura/Crack-detection-using-one-class-SVM

This demo shows how to detect the crack images using one-class SVM using MATLAB.
30
Emerging
6 mrFahrenhiet/CrackSegmentationDeepLearning

Multiscale Attention Based Efficient U-Net for Crack Segmentation, segments...
26
Experimental
7 tahmidmir/Pavement-Crack-Inspection-using-CNNs-Vision-Transformers

Intelligent System for Detecting Asphalt Cracks Using CNN and Vision Transformer
24
Experimental
8 ak2502/crack-detection

A crack detection system which detects percentage of cracks on the road and...
14
Experimental
9 kishan0818/TrackCrack

An app to monitor Railway track cracks integrated with IoT and ML
14
Experimental
10 KentaItakura/Classify-crack-image-and-explain-why-using-MATLAB

This repo shows how to classify crack images and discuss the result with grad-cam
14
Experimental
11 MachineLearningVisionRG/mcs-dataset

Marble Crack Segmentation (MCS) Dataset for semantic segmentation on marble images.
13
Experimental
12 sandipanrakshit34/Mars-Crater-Detection-and-Segmentation-with-MaskRCNN

Detection of craters on planetary surface is very crucial for the better...
12
Experimental
13 Anuraggupta07/CrackVision---Software-Integrated-Bridge-Inspection

Drone-based bridge inspection with Deep Learning crack detection.
12
Experimental
14 apoorva-info/Image-Crack-Detector

Crack detection pipeline using traditional image processing techniques and...
12
Experimental
15 Arshianb/Delamination-detection-in-composite-laminates-using-deep-learning

Delamination Detection on composite laminar based on Vibration using deep learning
11
Experimental
16 ShahariarRabby/dCrack

Fine-grained crack segmentation dataset and resources for dCrack: Enhancing...
11
Experimental