Crack Segmentation

13 papers with code • 2 benchmarks • 3 datasets

Crack segmentation in computer vision involves identifying and delineating cracks or fractures in various types of surfaces, such as roads, pavements, walls, or infrastructure. This task is crucial for infrastructure maintenance, as it helps in assessing the condition of structures and planning repairs.

Most implemented papers

CrackSeg9k: A Collection and Benchmark for Crack Segmentation Datasets and Frameworks

Dhananjay42/crackseg9k 27 Aug 2022

We also present a pipeline that combines Image Processing and Deep Learning models.

Dual Super-Resolution Learning for Semantic Segmentation

wanglixilinx/DSRL CVPR 2020

Specifically, for semantic segmentation on CityScapes, we can achieve \geq2% higher mIoU with similar FLOPs, and keep the performance with 70% FLOPs.

Crack Detection as a Weakly-Supervised Problem: Towards Achieving Less Annotation-Intensive Crack Detectors

hitachi-rd-cv/weakly-sup-crackdet 4 Nov 2020

Automatic crack detection is a critical task that has the potential to drastically reduce labor-intensive building and road inspections currently being done manually.

CrackFormer: Transformer Network for Fine-Grained Crack Detection

LouisNUST/CrackFormer-II ICCV 2021

The CrackFormer is composed of novel attention modules in a SegNet-like encoder-decoder architecture.

Weakly-Supervised Surface Crack Segmentation by Generating Pseudo-Labels using Localization with a Classifier and Thresholding

jacobkoenig/WeaklySupervisedCrackSeg 1 Sep 2021

Our work proposes a weakly supervised approach that leverages a CNN classifier in a novel way to create surface crack pseudo labels.

Local Intensity Order Transformation for Robust Curvilinear Object Segmentation

ty-shi/liot 25 Feb 2022

This results in a representation that preserves the inherent characteristic of the curvilinear structure while being robust to contrast changes.

Learning-Based Defect Recognitions for Autonomous UAV Inspections

KangchengLiu/Crack-Detection-and-Segmentation-Dataset-for-UAV-Inspection 13 Feb 2023

We have summarized the existing crack detection and segmentation datasets and established the largest existing benchmark dataset on the internet for crack detection and segmentation, which is open-sourced for the research community.

Infrastructure Crack Segmentation: Boundary Guidance Method and Benchmark Dataset

hzlbbfrog/bgcrack 15 Jun 2023

Cracks provide an essential indicator of infrastructure performance degradation, and achieving high-precision pixel-level crack segmentation is an issue of concern.