Fiber Orientation Biological Data

Citation Author(s):
Edanur
Saruhan
Submitted by:
edanur saruhan
Last updated:
Thu, 08/08/2024 - 15:56
DOI:
10.21227/vfb1-cz50
License:
Creative Commons Attribution
78 Views
Categories:
Artificial Intelligence
Image Processing
Biomedical and Health Sciences
Keywords:
collagenous
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Abstract 

This dataset comprises high-resolution imaging data of biological porcine, clinically approved porcine and bovine, and chick embryo heart tissues. The dataset includes comprehensive anatomical and structural details, making it valuable for research in cardiovascular biology, tissue engineering, and computational modeling. The porcine and bovine heart samples are clinically approved, ensuring relevance for translational and preclinical studies. The chick embryo heart data provides insights into early cardiac development. This dataset serves as a resource for validating machine learning models, advancing 3D fiber orientation mapping, and exploring cardiovascular tissue mechanics.

Instructions: 

Dataset Overview

This dataset contains high-resolution JPG images of heart tissues, including:

  • Biological Porcine: Imaging data of porcine heart tissues.
  • Clinically Approved Porcine and Bovine: Data from clinically approved porcine and bovine heart samples.
  • Chick Embryo Heart: Data from chick embryo hearts.

The images are organized into separate folders for each tissue type.

Data Augmentation

The images are gridded into 50x50 pixel segments to augment the dataset. This process increases the number of data samples and helps in training robust models.

Data Dictionary

File Descriptions

  • Biological_Porcine: JPG images of porcine heart tissues.
  • Clinically_Approved_Porcine_Bovine: JPG images from clinically approved porcine and bovine heart samples.
  • Chick_Embryo_Heart: JPG images of chick embryo hearts.

Data Types

  • Image Files: JPG format

Data Structure

File Structure

  • /Biological_Porcine: Contains JPG images of porcine heart tissues.
  • /Clinically_Approved_Porcine_Bovine: Contains JPG images of clinically approved porcine and bovine heart samples.
  • /Chick_Embryo_Heart: Contains JPG images of chick embryo hearts.

Data Organization

  • Images: Each folder contains images in JPG format. The images are segmented into 50x50 pixel grids for augmentation.

Example Files

  • /Biological_Porcine/Porcine 1.jpg
  • /Clinically_Approved_Porcine_Bovine/Bovine 1.jpg
  • /Chick_Embryo_Heart/1.jpg

 

 

Dataset Files

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