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rimvydasrub/crackseg9k

This dataset is the largest, most diverse, and most consistent crack‑segmentation dataset built to date. It contains 9 255 images aggregated from various open‑source small datasets and pre‑processed to a resolution of 400 × 400 pixels. The dataset comprises ten sub‑datasets, such as Crack500, Deepcrack, etc.

Updated 6/14/2024
hugging_face

Description

Crackseg9k Dataset Overview

Basic Information

Description

  • This dataset is currently the largest, most diverse, and most consistent crack‑segmentation dataset.
  • It includes 9 255 images combined from multiple smaller open‑source datasets.
  • The dataset consists of 10 sub‑datasets: Crack500, Deepcrack, Sdnet, Cracktree, Gaps, Volker Rissbilder, Noncrack, Masonry, and Ceramic.
  • All images have been pre‑processed and resized to 400 × 400 pixels.

Citation

@article{kulkarni2022crackseg9k, title={CrackSeg9k: A Collection and Benchmark for Crack Segmentation Datasets and Frameworks}, author={Kulkarni, Shreyas and Singh, Shreyas and Balakrishnan, Dhananjay and Sharma, Siddharth and Devunuri, Saipraneeth and Korlapati, Sai Chowdeswara Rao}, journal={arXiv preprint arXiv:2208.13054}, year={2022} }

Data Split

  • Training set: data/train.parquet
  • Test set: data/test.parquet

Features

  • image: data type base64
  • mask: data type base64
  • head: data type base64

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Topics

Crack Detection
Image Segmentation

Source

Organization: hugging_face

Created: Unknown

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