Datasets
Standard Dataset
C4L Image Dataset
- Citation Author(s):
- Submitted by:
- Jeffrey Bush
- Last updated:
- Sun, 02/07/2021 - 13:36
- DOI:
- 10.21227/bc9m-f507
- Data Format:
- Links:
- License:
- Categories:
- Keywords:
Abstract
This is a collection of 2D and 3D images used for grayscale image processing tests. It includes at least 8 images of each of the following sizes:
- 256x256 - 65.5k pixels
- 512x512 - 262k pixels
- 1024x1024 - 1.05m pixels
- 1920x1080 - 2.07m pixels - 1080p or 'HD'
- 2560x1440 - 3.69m pixels - 1440p or '2K'
- 2560x1920 - 4.92m pixels - 5 MP camera photo
- 256x256x128 - 8.39m voxels
Each set contains a randomly generated image. Within each image size a variety of images are includes such as smooth backgrounds, busy backgrounds, and textures.
Conversion Notes
All images that were originally in color were converted to grayscale using Rec. 601:
0.299 R + 0.587 G + 0.114 B
Original images may be cropped and/or resized to fit into one of the predefined image sizes. All images are stored as uint8-PNG images. For some images this required rescaling the data.
Image Sources
USC SIPI Image Dataset
From: sipi.usc.edu/database/database.php. Each of the photos is listed with the filename given from the USC SIPI dataset and categorized by license.
License: See sipi.usc.edu/database/copyright.php for details.
- USC/USC-SIPI Copyright, free to use for research
- 256x256/jellybeans.png - misc/4.1.08.tiff
- 512x512/motioncar.png - sequences/motion04.512.tiff
- 1024x1024/pentagon.png - aerials/3.2.25.tiff
- 1024x1024/sandiego.png - aerials/2.2.01.tiff
- Brodatz Textures, copyright Dover Pictorial Archive Series (see this, allowed to use up to 3 in a project)
- 512x512/bark.png - textures/1.1.02.tiff
- 512x512/brick wall.png - textures/1.2.12.tiff
- 512x512/sand.png - textures/1.1.07.tiff
- Unknown copyright status:
- 256x256/moon.png - misc/5.1.09.tiff
- 256x256/clock.png - misc/5.1.12.tiff
- 256x256/chemical.png - misc/5.1.14.tiff
- 256x256/cronkite.png - sequences/6.1.01.tiff
- 256x256/tree.png - misc/4.1.06.tiff
- 512x512/aerial.png - misc/5.2.09.tiff
- 512x512/boat.png - misc/boat.512.tiff
- 512x512/mandrill.png - misc/4.2.03.tiff
- 512x512/pepper.png - misc/4.2.07.tiff
- 512x512/plane.png - misc/4.2.05.tiff
- 512x512/stream.png - misc/5.2.10.tiff
- 512x512/tank.png - misc/7.1.03.tiff
- 1024x1024/man.png - misc/5.3.01.tiff
- 1024x1024/u2airplane.png - misc/7.2.01.tiff
Henry Guennadi Levkin Corpus
From: hlevkin.com/06testimages.htm.
License: Unknown.
- 256x256/cameraman.png
- 256x256/finger.png
- 1920x1080/bone_scint.png
- 1920x1080/rainier.png
NASA
From: nasa.gov and hubblesite.org.
License: Public domain.
- 1024x1024/neptune.png
- 1920x1080/mars.png
- 2560x1920/hudf.png
- 2560x1920/sun.png
SpaceX
From: spacex.com/media.
License: Public domain.
- 2560x1440/demo1ready.png
- 2560x1440/rocket.png
- 2560x1440/rocketbay.png
Cancer Imaging Archive
From: cancerimagingarchive.net.
License: CC BY 3.0.
General citation: Clark K et al. (December, 2013) "The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository", Journal of Digital Imaging, Volume 26, Number 6, pp 1045-1057.
Each individual collection within the archive also has its own citation:
- 2560x1440/cancer.png - CPTAC-GBM - C3L-03747-21 Radiology Data from the Cancer Institute Clinical Proteomic Tumor Analysis Consortium Glioblastoma Multiforme [CPTAC-GBM] collection. (2018). doi:10.7937/k9/tcia.2018.3rje41q1
- 256x256x128/brain-ct/*.png - TCGA-GBM - TCGA-06-5410 Scarpace L et al. (2016). Radiology Data from The Cancer Genome Atlas Glioblastoma Multiforme [TCGA-GBM] collection. doi:10.7937/K9/TCIA.2016.RNYFUYE9
- 256x256x128/brain-mr/*.png - TCGA-LGG - TCGA-FG-A60K Pedano N, et al. (2016). Radiology Data from The Cancer Genome Atlas Low Grade Glioma [TCGA-LGG] collection. doi:10.7937/K9/TCIA.2016.L4LTD3TK.
- 256x256x128/chest-pet/*.png - TCGA-LUSC - TCGA-60-2712 Kirk S, et al. (2016). Radiology Data from The Cancer Genome Atlas Lung Squamous Cell Carcinoma [TCGA-LUSC] collection. doi:10.7937/K9/TCIA.2016.TYGKKFMQ
- 256x256x128/chest-ct/*.png - NSCLC Radiogenomics - AMC-029 Bakr S, et al. (2017). Data for NSCLC Radiogenomics Collection. doi:10.7937/K9/TCIA.2017.7hs46erv
Acknowledgements:
- Data used in this publication were generated by the National Cancer Institute Clinical Proteomic Tumor Analysis Consortium (CPTAC).
- The results shown here are in whole or part based upon data generated by the TCGA Research Network: cancergenome.nih.gov.
Open Access Series of Imaging Studies (OASIS)
From: oasis-brains.org
License: CC BY 4.0.
Citation: Marcus, DS, Fotenos, AF, Csernansky, JG, Morris, JC, Buckner, RL (2010). "Open Access Series of Imaging Studies (OASIS): Longitudinal MRI Data in Nondemented and Demented Older Adults." Journal of Cognitive Neuroscience, 22, 2677-2684. doi:10.1162/jocn.2009.21407.
- 256x256x128/oas2-3/*.png - OAS2_0001_MR2
National Archives Videos
From catalog.archives.gov.
License: Public domain.
- 256x256x128/splashing/*.png - catalog.archives.gov/id/37490 Moving Images No. 131-B-10; "CAMP ACTIVITIES OF BOYS AND GIRLS," ca. 1937-1940; Records of the Office of Alien Property, Record Group 131; National Archives at College Park, College Park, MD.
- 256x256x128/crowd/*.png - catalog.archives.gov/id/49737 Moving Images No. 306.3394; "The March In Washington - 1963," August 1963; Records of the U.S. Information Agency, Record Group 306; National Archives at College Park, College Park, MD.
Other
- 2560x1920/hippocampus.png: CIL:40967 doi:10.7295/W9CIL40967, CC BY NC ND
- 2560x1920/forest.png: pxhere, CC0
- 2560x1920/forest-aerial.png: pxhere, CC0
- 2560x1920/fruit.png: pxhere, CC0
- 1024x1024/gravel.png: craziwolf-seamless-textures, CC BY 3.0
- 1024x1024/moss.png: craziwolf-seamless-textures, CC BY 3.0
- 1920x1080/weathered-wood.png: newevolutiondesigns-wood-textures, CC BY 3.0
Electron Microscopy
The 'em' images that are present in each image size are from the 'neuropil' dataset collected for Bush, J (2018). "Spatial Distribution of Subcellular Organelles in Hippocampal Dendrites from High-Resolution EM Images." UC San Diego. This subset is licensed under CC BY 4.0.
Personal
These photos were personally taken.
License: CC BY 4.0.
- 1920x1080/stone.png
- 1920x1080/rocklayers.png
- 2560x1440/sandyrock.png
- 2560x1440/thewave.png
Generated
All random images were generated for this image dataset as uniform random generated images. All of them can be used without any license (CC0).