cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.1474259
title: In silico 2D photoacoustic imaging data

description: Here you find the data that was used for the experiments in the paper <strong>Confidence estimation for machine learning-based quantitative photoacoustics</strong> by <em>Janek Gröhl</em>, <em>Thomas Kirchner</em>, <em>Tim Adler</em>, and <em>Lena Maier-Hei</em>n.
description: This project has received funding from the European Union's Horizon 2020 research and innovation programme through the ERC starting grant COMBIOSCOPY under grant agreement No ERC-2015-StG-37960.
DOI: 10.7910/dvn/tehrtn/8n6bdw
title: 41-1_0231.dcm
DOI: 10.7910/dvn/tehrtn/9cgmup
title: 41-5_0190.dcm
DOI: 10.7910/dvn/tehrtn/jaoeos
title: 41-5_0019.dcm
DOI: 10.7910/dvn/tehrtn/js4ai7
title: 41-1_0082.dcm
DOI: 10.7910/dvn/tehrtn/jyrdj5
title: 41-1_0226.dcm
DOI: 10.7910/dvn/tehrtn/lvc2g1
title: 41-5_0248.dcm
DOI: 10.7910/dvn/tehrtn/osqzd8
title: 41-5_0130.dcm
DOI: 10.7910/dvn/tehrtn/skexsw
title: 41-1_0204.dcm
DOI: 10.7910/dvn/tehrtn/2fsyj6
title: 41-5_0134.dcm
DOI: 10.7910/dvn/tehrtn/ausgpf
title: 41-5_0002.dcm
DOI: 10.7910/dvn/tehrtn/bsg1lm
title: 41-1_0061.dcm
DOI: 10.7910/dvn/tehrtn/eqa9qe
title: 41-5_0209.dcm
DOI: 10.7910/dvn/tehrtn/glawed
title: 41-1_0004.dcm
DOI: 10.7910/dvn/tehrtn/if6kx4
title: 41-1_0162.dcm
DOI: 10.7910/dvn/tehrtn/prxa6z
title: 41-1_0018.dcm
DOI: 10.7910/dvn/tehrtn/tnzwbl
title: 41-5_0210.dcm
DOI: 10.7910/dvn/tehrtn/y9n4ea
title: 41-1_0032.dcm
DOI: 10.17632/7vs8kyhrsc.1
title: Supplementary files for: Mapping research on resource extraction and health: A scoping review

description: The supplementary files consist of a detailed search strategy and a complete bibliography of included sources.
DOI: 10.17632/fx6r4pht2p.1
title: Data for: Sensitivity to Viscosity Changes and Subsequent Estimates of Satiety across Different Senses

description: Viscosity sensitivity and caloric estimations across different senses
DOI: 10.6073/pasta/27fbccc7285fcf79a6ce6f0a125b0bcc
title: Soil moisture data for Saddle nodal plots, 1982 - 1989.

description: Soil moisture sampling in the Saddle area was performed at the ends (outside of) 12 permanent plots representing 6 plant communities or noda (two from each nodum) in the Saddle (May 1973). The design and location of the nodal plots was described in Pollak et al. (1988). Soil moisture data were collected from the 12 nodal plots weekly during the growing season from 1 June (Julian day 152) 1982 through mid-August 1988. Less-intensive sampling was done during the 1989 growing season. Sampling began when the plots became snow-free. The last sampling date varied among years and depended upon when plants had dehisced, weather, and available personnel. Soil moisture percentages were determined gravimetrically using soil samples collected outside of but adjacent to the ends of the plots (within 0.5 m of plot end). A #6 cork borer (64 mm^2) was used to remove a soil sample from each plot end (two per plot). Samples were taken from the rooting zone to a depth of 5 to 10 cm. A length of 5/8-inch diameter pipe (198 mm^2) was used instead of the cork borer in 1988. If rocks prevented an adequate sample depth, collection of a new sample was attempted nearby. Prior to the 1986 season a metal probe was used to detect below-ground rocks. Extracted cores were pushed into film canisters which were then sealed and labeled. Samples were collected before noon and were weighed within 10 hr. The wet soil samples were placed on aluminum pans, weighed, and oven dried at 100 degrees C for at least 24 hr. Dried soil was removed from the oven and immediately weighed. Prior to 1986 dried soil was placed in a dessicator for 15 min before weighing. Dried soil cores were saved and returned to the core holes. Wet+pan weights, dry+pan weights, and pan weights were recorded. Soil moisture was calculated as (((wet + pan weight) - (dry + pan weight)/((dry + pan weight) - pan weight)) * 100.
DOI: 10.7910/dvn/tehrtn/ckvg7l
title: 41-5_0116.dcm
DOI: 10.7910/dvn/tehrtn/elayxs
title: 41-1_0165.dcm
DOI: 10.7910/dvn/tehrtn/fznvwg
title: 41-1_0091.dcm
DOI: 10.7910/dvn/tehrtn/kw6djv
title: 41-5_0172.dcm
DOI: 10.7910/dvn/tehrtn/oq9h1q
title: 41-1_0000.dcm
DOI: 10.7910/dvn/tehrtn/qrz3i9
title: 41-5_0222.dcm
DOI: 10.7910/dvn/tehrtn/qur9pr
title: 41-1_0212.dcm
DOI: 10.7910/dvn/tehrtn/rwctvg
title: 41-1_0043.dcm
DOI: 10.17632/mgwnm968x6.1
title: Data for: Forecasting compositional risk allocations

description: The S&P 500 index, the DAX index, and the CAC 40 index daily values from January 1st, 2000, to December 31st, 2016.
DOI: 10.6073/pasta/078c1a9f77962f05bbe2949aaa5115ea
title: Streamflow data for Saddle stream, 1999 - ongoing.

description: This is a summary of discharges from the stream draining Niwot Ridge Saddle to the south and is based on stage records gauged at a timber weir with a 120 degree V-notch plate, located 30 m upstream of Green Lakes road. It consists of daily flow volumes.
DOI: 10.6073/pasta/289894977adf20cdb63c78357f76a009
title: Time domain reflectometry soil moisture data for Niwot Ridge, 1992 - 2002.

description: Soil moisture was estimated at several locations on Niwot Ridge using a portable PC in conjunction with time-domain reflectometry (TDR) technology. The system used consisted of a Tektronics 1502B reflectometer, a Tektronics SP232 interface module, a Compaq LTE/232 PC, coaxial cable, and a probe that was left semi-permanently in the soil. The reflectometer generated an electrical step voltage pulse which was propagated down the cable to the probe. The reflected voltage waveform was measured, stored, and displayed by the reflectometer and the Tektronics SP232 interface module. The waveform is represented as a 2-dimensional data array, with the x-axis representing time (which is converted to distance using the dielectric constant of the cable) and the y-axis representing voltage for the given time: in this system this value is represented in millirho units (Tektronics 1991). The length of the waveform is determined by measuring the difference between the soil air interface (SAI) and the end of the voltage step reflection (RE). The SAI value is equivalent to the apex of the first peak in the wave and the RE value is equivalent to the intersection of tangents "drawn" at (a) the bottom of the wave and (b) the point of the steepest rise (see Taylor and Seastedt 1992). The waveform length is then used to estimate the volumetric and gravimetric moisture of the surrounding soil.
DOI: 10.7910/dvn/tehrtn/4y3qrp
title: 41-5_0208.dcm
DOI: 10.7910/dvn/tehrtn/9bwxln
title: 41-5_0246.dcm
DOI: 10.7910/dvn/tehrtn/avge4u
title: 41-1_0050.dcm
DOI: 10.7910/dvn/tehrtn/c80nck
title: 41-1_0121.dcm
DOI: 10.7910/dvn/tehrtn/f8kwc4
title: 41-1_0159.dcm
DOI: 10.7910/dvn/tehrtn/mhzhdd
title: 41-1_0054.dcm
DOI: 10.7910/dvn/tehrtn/vdwsdf
title: 41-1_0116.dcm
DOI: 10.7910/dvn/tehrtn/yg8spt
title: 41-1_0138.dcm
DOI: 10.7910/dvn/tehrtn/zeiqv0
title: 41-5_0000.dcm
DOI: 10.5281/zenodo.1475212
title: High-Resolution Cone-Beam Scan Of An Apple And Pebbles With Two Dosage Levels

description: We release two tomographic scans with two levels of radiation dosage of two measured objects for noise-level comparative studies in data analysis, reconstruction or segmentation methods. The objects are referred to as apple and pebbles (more specific, hydrograins), respectively. The dataset collected with higher dosage is referred to as the "<em><strong>good</strong></em>" <strong>dataset</strong>; and the other as the "<em><strong>noisy</strong></em>" <strong>dataset</strong>, as a way to distinguish between the two dosage levels.

The dataset are acquired using the custom built and highly flexible CT scanner, FlexRay Lab, developed by XRE NV and located at CWI. This apparatus consists of a cone-beam microfocus X-ray point source that projects polychromatic X-rays onto a 1943-by-1535 pixels, 14-bit, flat detector panel. 

 

Both dataset were collected over a 360 degrees in circular and continuous motion with 2001 projections distributed evenly over the full circle for the good dataset and 501 projections distributed evenly over the full circle for the noisy dataset. The uploaded dataset are not binned or normalized; a single dark and two (pre- and post-) flat fields are included for each scan. Projections for both sets were collected with 100 ms exposure time with the good data projections averaged over 5 takes, and no averaging was made for the noisy data. The tube settings for the good and noisy dataset were 70kV, 45W and 70kV, 20W, respectively. The total scanning time were 20 minutes for the good; 3 minutes for the noisy scan. Each dataset is packaged with the full list of data and scan settings files (in .txt format). These files contain the tube settings, scan geometry and full list of motor settings.

 

These dataset are produced by the Computational Imaging members at Centrum Wiskunde & Informatica (CI-CWI). For any useful Python/MATLAB scripts for FlexRay dataset, we refer the reader to our group's GitHub page.

 

For more information or guidance in using these dataset, please get in touch with 


	s.b.coban [at] cwi.nl or
	m.j.lagerwerf [at] cwi.nl
description: The FlexRay Lab project is established via the collaboration of the following institutes: Centrum Wiskunde & Informatica (CWI), NIKHEF (https://www.nikhef.nl/), XRE NV (www.xre.be) and ASI (http://www.amscins.com/).
DOI: 10.5281/zenodo.1475213
title: High-Resolution Cone-Beam Scan Of An Apple And Pebbles With Two Dosage Levels

description: We release two tomographic scans with two levels of radiation dosage of two measured objects for noise-level comparative studies in data analysis, reconstruction or segmentation methods. The objects are referred to as apple and pebbles (more specific, hydrograins), respectively. The dataset collected with higher dosage is referred to as the "<em><strong>good</strong></em>" <strong>dataset</strong>; and the other as the "<em><strong>noisy</strong></em>" <strong>dataset</strong>, as a way to distinguish between the two dosage levels.

The dataset are acquired using the custom built and highly flexible CT scanner, FlexRay Lab, developed by XRE NV and located at CWI. This apparatus consists of a cone-beam microfocus X-ray point source that projects polychromatic X-rays onto a 1943-by-1535 pixels, 14-bit, flat detector panel. 

 

Both dataset were collected over a 360 degrees in circular and continuous motion with 2001 projections distributed evenly over the full circle for the good dataset and 501 projections distributed evenly over the full circle for the noisy dataset. The uploaded dataset are not binned or normalized; a single dark and two (pre- and post-) flat fields are included for each scan. Projections for both sets were collected with 100 ms exposure time with the good data projections averaged over 5 takes, and no averaging was made for the noisy data. The tube settings for the good and noisy dataset were 70kV, 45W and 70kV, 20W, respectively. The total scanning time were 20 minutes for the good; 3 minutes for the noisy scan. Each dataset is packaged with the full list of data and scan settings files (in .txt format). These files contain the tube settings, scan geometry and full list of motor settings.

 

These dataset are produced by the Computational Imaging members at Centrum Wiskunde & Informatica (CI-CWI). For any useful Python/MATLAB scripts for FlexRay dataset, we refer the reader to our group's GitHub page.

 

For more information or guidance in using these dataset, please get in touch with 


	s.b.coban [at] cwi.nl or
	m.j.lagerwerf [at] cwi.nl
description: The FlexRay Lab project is established via the collaboration of the following institutes: Centrum Wiskunde & Informatica (CWI), NIKHEF (https://www.nikhef.nl/), XRE NV (www.xre.be) and ASI (http://www.amscins.com/).
DOI: 10.7910/dvn/tehrtn/1szjwp
title: 41-1_0019.dcm
DOI: 10.7910/dvn/tehrtn/heq368
title: 41-5_0175.dcm
DOI: 10.7910/dvn/tehrtn/hr13el
title: 41-1_0056.dcm
DOI: 10.7910/dvn/tehrtn/ibtxew
title: 41-5_0125.dcm
DOI: 10.7910/dvn/tehrtn/igydwc
title: 41-5_0035.dcm
DOI: 10.7910/dvn/tehrtn/javjbb
title: 41-1_0216.dcm
DOI: 10.7910/dvn/tehrtn/m61ley
title: 41-5_0171.dcm
DOI: 10.7910/dvn/tehrtn/mmtcag
title: 41-5_0214.dcm
DOI: 10.7910/dvn/tehrtn/vvwhql
title: 41-5_0176.dcm
DOI: 10.7910/dvn/tehrtn/x5bd7n
title: 41-5_0156.dcm
DOI: 10.6073/pasta/f48a0407fa27437301f4251747b22f83
title: Snow horizon chemistry data for Niwot Ridge and Green Lakes Valley, 1993 - 1999.

description: Snow pits were excavated at various locations on Niwot Ridge and within the Green Lakes Valley. Temperature and snow density were measured at various depths throughout the snow cover profiles in order to characterize the temperature and snow water equivalent (SWE) of the snowpack throughout the year. Snow density was measured at 10-cm intervals using a 1000-ml cutter. Data on snow grain qualities were collected beginning in the 1994-95 snow season. Snow samples were collected and analyzed for cations and anions at the Mountain Research Station's Kiowa Laboratory.
DOI: 10.7910/dvn/tehrtn/e85lfs
title: 41-5_0127.dcm
DOI: 10.7910/dvn/tehrtn/f9fqlj
title: 41-1_0168.dcm
DOI: 10.7910/dvn/tehrtn/hzmthp
title: 41-5_0118.dcm
DOI: 10.7910/dvn/tehrtn/k5udax
title: 41-1_0169.dcm
DOI: 10.7910/dvn/tehrtn/l1dbwm
title: 41-5_0088.dcm
DOI: 10.7910/dvn/tehrtn/nqzu0f
title: 41-1_0214.dcm
DOI: 10.7910/dvn/tehrtn/rcyfqo
title: 41-5_0062.dcm
DOI: 10.7910/dvn/tehrtn/ywlhwk
title: 41-5_0105.dcm
DOI: 10.7910/dvn/tehrtn/yzyynj
title: 41-5_0153.dcm
DOI: 10.7910/dvn/tehrtn/3gncgx
title: 41-1_0171.dcm
DOI: 10.7910/dvn/tehrtn/5umw68
title: 41-1_0190.dcm
DOI: 10.7910/dvn/tehrtn/c6zgr0
title: 41-1_0059.dcm
DOI: 10.7910/dvn/tehrtn/cthb5r
title: 41-1_0109.dcm
DOI: 10.7910/dvn/tehrtn/d9yaut
title: 41-5_0098.dcm
DOI: 10.7910/dvn/tehrtn/nmr5u1
title: 41-5_0043.dcm
DOI: 10.7910/dvn/tehrtn/xvlshn
title: 41-5_0066.dcm
DOI: 10.7910/dvn/tehrtn/1o5sqj
title: 41-5_0139.dcm
DOI: 10.7910/dvn/tehrtn/8sbcct
title: 41-5_0119.dcm
DOI: 10.7910/dvn/tehrtn/bbwz3e
title: 41-5_0113.dcm
DOI: 10.7910/dvn/tehrtn/bjghjj
title: 41-1_0113.dcm
DOI: 10.7910/dvn/tehrtn/cmvl0r
title: 41-1_0106.dcm
DOI: 10.7910/dvn/tehrtn/cvxoec
title: 41-5_0193.dcm
DOI: 10.7910/dvn/tehrtn/fynyn7
title: 41-1_0003.dcm
DOI: 10.7910/dvn/tehrtn/gxlbar
title: 41-5_0152.dcm
DOI: 10.7910/dvn/tehrtn/xi9qn4
title: 41-1_0112.dcm
DOI: 10.17632/3n3nydf2yz.1
title: Data for: A Two-Stage Gene Selection Method for Biomarker 1 Discovery from Microarray Data for Cancer Classification

description: gene datasets
DOI: 10.5281/zenodo.1476270
title: Ram-Scb Model Description Runs

description: This archive contains data files from two simulations of the Ring current Atmosphere interactions<br>
Model with Self Consistent magnetic field (RAM-SCB).

<br>
These simulations were performed for, and used in, the paper<br>
“Improved simulations of the inner magnetosphere during high geomagnetic activity with the<br>
RAM-SCB model”, M.A. Engel, S.K. Morley, M.G. Henderson, V.K. Jordanova, J.R.<br>
Woodroffe, R. Mahfuz<br>
DOI: 10.5281/zenodo.1476271
title: Ram-Scb Model Description Runs

description: This archive contains data files from two simulations of the Ring current Atmosphere interactions<br>
Model with Self Consistent magnetic field (RAM-SCB).

<br>
These simulations were performed for, and used in, the paper<br>
“Improved simulations of the inner magnetosphere during high geomagnetic activity with the<br>
RAM-SCB model”, M.A. Engel, S.K. Morley, M.G. Henderson, V.K. Jordanova, J.R.<br>
Woodroffe, R. Mahfuz<br>
DOI: 10.6073/pasta/56c6fc6d0e92f97bc31c78ed24881d74
title: Air temperature and solar radiation data for Saddle data logger (DP211), 1990 - 2006.

description: Climatological data were collected from a Niwot Ridge climate station (Saddle) throughout the year using an Omnidata DP211 datapod. This instrument has a sample interval of 5 minutes and records averages of those 5-minute readings every 2 hours.  Thus, daily totals represent totals of 288 values. Parameters measured were air temperature (averages) and solar radiation (totals).
DOI: 10.7910/dvn/tehrtn/3khfqx
title: 41-5_0054.dcm
DOI: 10.7910/dvn/tehrtn/4jsunm
title: 41-5_0185.dcm
DOI: 10.7910/dvn/tehrtn/degmnk
title: 41-5_0102.dcm
DOI: 10.7910/dvn/tehrtn/ecnl7y
title: 41-5_0052.dcm
DOI: 10.7910/dvn/tehrtn/fnu6s4
title: 41-5_0047.dcm
DOI: 10.7910/dvn/tehrtn/k9vjb4
title: 41-5_0161.dcm
DOI: 10.7910/dvn/tehrtn/ptor9x
title: 41-1_0244.dcm
DOI: 10.7910/dvn/tehrtn/tbyfu5
title: 41-1_0248.dcm
DOI: 10.7910/dvn/tehrtn/y2l7gk
title: 41-1_0152.dcm
DOI: 10.7910/dvn/tehrtn/5xvvlm
title: 41-1_0031.dcm
DOI: 10.7910/dvn/tehrtn/aqbqbq
title: 41-1_0088.dcm
DOI: 10.7910/dvn/tehrtn/e3suzp
title: 41-1_0110.dcm
DOI: 10.7910/dvn/tehrtn/enqsyc
title: 41-5_0230.dcm
DOI: 10.7910/dvn/tehrtn/j8r9xz
title: 41-1_0174.dcm
DOI: 10.7910/dvn/tehrtn/o4fkls
title: 41-5_0074.dcm
DOI: 10.7910/dvn/tehrtn/tovrwa
title: 41-5_0079.dcm
DOI: 10.7910/dvn/tehrtn/w52d35
title: 41-5_0044.dcm
DOI: 10.7910/dvn/tehrtn/wuh1ju
title: 41-1_0146.dcm
DOI: 10.17632/2rp9xx43tb.1
title: Data for: Diet change of hadal amphipods revealed by fatty acid profile: a close relationship with surface ocean

description: Fatty acids in hadal amphipods collected from three Pacific Trenches, namely New Britain Trench (NBT; 8.2-8.9 km), Mariana Trench (MT; 11 km) and Massau Trench (MS; 6.9 km).
DOI: 10.7910/dvn/tehrtn/4bl3mu
title: 41-5_0091.dcm
DOI: 10.7910/dvn/tehrtn/4kznxw
title: 41-1_0141.dcm
DOI: 10.7910/dvn/tehrtn/62qlvx
title: 41-1_0247.dcm
DOI: 10.7910/dvn/tehrtn/9tdvhp
title: 41-1_0099.dcm
DOI: 10.7910/dvn/tehrtn/amtx53
title: 41-1_0049.dcm
DOI: 10.7910/dvn/tehrtn/dzbkzl
title: 41-1_0158.dcm
DOI: 10.7910/dvn/tehrtn/hyvfg1
title: 41-1_0220.dcm
DOI: 10.7910/dvn/tehrtn/jsaypo
title: 41-5_0235.dcm
DOI: 10.7910/dvn/tehrtn/ocmopx
title: 41-1_0097.dcm
DOI: 10.7910/dvn/tehrtn/7nthh1
title: 41-5_0064.dcm
DOI: 10.7910/dvn/tehrtn/blo3wk
title: 41-1_0215.dcm
DOI: 10.7910/dvn/tehrtn/burxi8
title: 41-5_0040.dcm
DOI: 10.7910/dvn/tehrtn/dw0ext
title: 41-1_0101.dcm
DOI: 10.7910/dvn/tehrtn/eztqmg
title: 41-5_0080.dcm
DOI: 10.7910/dvn/tehrtn/saoxpt
title: 41-1_0202.dcm
DOI: 10.7910/dvn/tehrtn/sdotch
title: 41-5_0177.dcm
DOI: 10.7910/dvn/tehrtn/stwrkl
title: 41-5_0011.dcm
DOI: 10.7910/dvn/tehrtn/wcoviv
title: 41-1_0044.dcm
DOI: 10.17638/datacat.liverpool.ac.uk/589
title: Chemical control of structure and guest uptake by a conformationally mobile porous material
DOI: 10.5281/zenodo.1475262
title: High-Resolution Cone-Beam Scan Of Two Pomegranates With Two Dosage Levels

description: We release tomographic scans of two pomegranates with two levels of radiation dosage of two measured objects for noise-level comparative studies in data analysis, reconstruction or segmentation methods. The dataset collected with higher dosage is referred to as the "<em><strong>good</strong></em>" <strong>dataset</strong>; and the other as the "<em><strong>noisy</strong></em>" <strong>dataset</strong>, as a way to distinguish between the two dosage levels.

The dataset are acquired using the custom built and highly flexible CT scanner, FlexRay Lab, developed by XRE NV and located at CWI. This apparatus consists of a cone-beam microfocus X-ray point source that projects polychromatic X-rays onto a 1943-by-1535 pixels, 14-bit, flat detector panel. 

 

Both dataset were collected over a 360 degrees in circular and continuous motion with 2001 projections distributed evenly over the full circle for the good dataset and 501 projections distributed evenly over the full circle for the noisy dataset. The uploaded dataset are not binned or normalized; a single dark and two (pre- and post-) flat fields are included for each scan. Projections for both sets were collected with 100 ms exposure time with the good data projections averaged over 5 takes, and no averaging was made for the noisy data. The tube settings for the good and noisy dataset were 70kV, 45W and 70kV, 20W, respectively. The total scanning time were 20 minutes for the good; 3 minutes for the noisy scan. Each dataset is packaged with the full list of data and scan settings files (in .txt format). These files contain the tube settings, scan geometry and full list of motor settings.

 

These dataset are produced by the Computational Imaging members at Centrum Wiskunde & Informatica (CI-CWI). For any useful Python/MATLAB scripts for FlexRay dataset, we refer the reader to our group's GitHub page.

 

For more information or guidance in using these dataset, please get in touch with 


	s.b.coban [at] cwi.nl or
	m.j.lagerwerf [at] cwi.nl
description: The FlexRay Lab project is established via the collaboration of the following institutes: Centrum Wiskunde & Informatica (CWI), NIKHEF (https://www.nikhef.nl/), XRE NV (www.xre.be) and ASI (http://www.amscins.com/).
DOI: 10.5281/zenodo.1475263
title: High-Resolution Cone-Beam Scan Of Two Pomegranates With Two Dosage Levels

description: We release tomographic scans of two pomegranates with two levels of radiation dosage of two measured objects for noise-level comparative studies in data analysis, reconstruction or segmentation methods. The dataset collected with higher dosage is referred to as the "<em><strong>good</strong></em>" <strong>dataset</strong>; and the other as the "<em><strong>noisy</strong></em>" <strong>dataset</strong>, as a way to distinguish between the two dosage levels.

The dataset are acquired using the custom built and highly flexible CT scanner, FlexRay Lab, developed by XRE NV and located at CWI. This apparatus consists of a cone-beam microfocus X-ray point source that projects polychromatic X-rays onto a 1943-by-1535 pixels, 14-bit, flat detector panel. 

 

Both dataset were collected over a 360 degrees in circular and continuous motion with 2001 projections distributed evenly over the full circle for the good dataset and 501 projections distributed evenly over the full circle for the noisy dataset. The uploaded dataset are not binned or normalized; a single dark and two (pre- and post-) flat fields are included for each scan. Projections for both sets were collected with 100 ms exposure time with the good data projections averaged over 5 takes, and no averaging was made for the noisy data. The tube settings for the good and noisy dataset were 70kV, 45W and 70kV, 20W, respectively. The total scanning time were 20 minutes for the good; 3 minutes for the noisy scan. Each dataset is packaged with the full list of data and scan settings files (in .txt format). These files contain the tube settings, scan geometry and full list of motor settings.

 

These dataset are produced by the Computational Imaging members at Centrum Wiskunde & Informatica (CI-CWI). For any useful Python/MATLAB scripts for FlexRay dataset, we refer the reader to our group's GitHub page.

 

For more information or guidance in using these dataset, please get in touch with 


	s.b.coban [at] cwi.nl or
	m.j.lagerwerf [at] cwi.nl
description: The FlexRay Lab project is established via the collaboration of the following institutes: Centrum Wiskunde & Informatica (CWI), NIKHEF (https://www.nikhef.nl/), XRE NV (www.xre.be) and ASI (http://www.amscins.com/).
DOI: 10.7910/dvn/tehrtn/0vfc8l
title: 41-5_0158.dcm
DOI: 10.7910/dvn/tehrtn/j20dwl
title: 41-5_0143.dcm
DOI: 10.7910/dvn/tehrtn/lpxxrd
title: 41-5_0095.dcm
DOI: 10.7910/dvn/tehrtn/lzwpgr
title: 41-1_0189.dcm
DOI: 10.7910/dvn/tehrtn/oeviux
title: 41-1_0223.dcm
DOI: 10.7910/dvn/tehrtn/oxccan
title: 41-5_0157.dcm
DOI: 10.7910/dvn/tehrtn/z5fk8b
title: 41-1_0022.dcm
DOI: 10.7910/dvn/tehrtn/z8crf3
title: 41-1_0200.dcm
DOI: 10.7910/dvn/tehrtn/zzmeqh
title: 41-1_0149.dcm
DOI: 10.7910/dvn/tehrtn/97ew1h
title: 41-1_0227.dcm
DOI: 10.7910/dvn/tehrtn/ae5b75
title: 41-5_0196.dcm
DOI: 10.7910/dvn/tehrtn/fruxwp
title: 41-1_0208.dcm
DOI: 10.7910/dvn/tehrtn/gms5sx
title: 41-5_0087.dcm
DOI: 10.7910/dvn/tehrtn/hoe8nt
title: 41-1_0207.dcm
DOI: 10.7910/dvn/tehrtn/jgogfk
title: 41-1_0095.dcm
DOI: 10.7910/dvn/tehrtn/ohsl95
title: 41-1_0028.dcm
DOI: 10.7910/dvn/tehrtn/sti56k
title: 41-5_0148.dcm
DOI: 10.7910/dvn/tehrtn/x1sxzz
title: 41-5_0017.dcm