cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6067/xcv8319vjs
title: Obsidian from Palm 1 excavations, form 1
DOI: 10.6067/xcv83f4p9g
title: Chert artifacts from PALM 2 survey
DOI: 10.6067/xcv84t6j17
title: Perry Mesa and Hopi INAA JYW Data
DOI: 10.6067/xcv85m65c0
title: Appendix D: Seed Measures, Einkorn measurements
DOI: 10.6067/xcv88k78r9
title: Jeddito Yellow Ware INAA Data
DOI: 10.6067/xcv8cf9prg
title: Obsidian from Palm 1 survey, form 4
DOI: 10.6067/xcv8df6qvj
title: Obsidian from Palm 1 survey, form 1
DOI: 10.6067/xcv8fb52kx
title: EMAP - C14 Database
DOI: 10.6067/xcv8ft8kpv
title: Knife Summary
DOI: 10.6067/xcv8gq6xds
title: Obsidian retouched tools from PALM survey
DOI: 10.6067/xcv8k073xv
title: Generated identity coding sheet for Species Common name
DOI: 10.6067/xcv8mp52x4
title: Field Specimen Catalog for Structure 04, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv8r78dvd
title: Obsidian scrapers, Isolated Finds
DOI: 10.6067/xcv8rr1xw7
title: Obsidian from Palm 1 survey, form 3
DOI: 10.6067/xcv8t72h3j
title: Broken Knives Summary
DOI: 10.6067/xcv8v124gt
title: Ground Stone Grinding Tool Summary
DOI: 10.6067/xcv828077x
title: Obsidian from Palm 1 survey, form 2
DOI: 10.6067/xcv82v2fs1
title: Field Specimen Catalog for Structure 01, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv83t9gvn
title: Obsidian and chert, guide to files
DOI: 10.6067/xcv84q7tnm
title: Field Specimen Catalog for Structure 14, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv89c6x33
title: Old Mobile Indian House Field Specimen Catalog, Mobile County, Alabama.
DOI: 10.6067/xcv8b27tx5
title: Point Tip Summary
DOI: 10.6067/xcv8f47nt5
title: EMAP - Obsidian Hydration Dataset
DOI: 10.6067/xcv8g73dcw
title: Obsidian from Palm 1 excavations, form 3
DOI: 10.6067/xcv8ht2p01
title: Core Fragment Summary
DOI: 10.6067/xcv8jm2998
title: Whole Endscraper Summary
DOI: 10.6067/xcv8kk9bfx
title: Point Mid-section Summary
DOI: 10.6067/xcv8kp81t2
title: Field Specimen Catalog for Structure 31, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv8mk6cj0
title: Multi-purpose tool summary.
DOI: 10.6067/xcv8ng4q8x
title: Exhausted Core Summary
DOI: 10.6067/xcv8q23zvf
title: Archaeology Jobs USA 1999-2012
DOI: 10.6067/xcv8r78dwx
title: Tool Fragment Summary
DOI: 10.6067/xcv8sf2vvv
title: Field Specimen Catalog for Structure 32, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv8th8mbm
title: Generated identity coding sheet for Bone Common name
DOI: 10.6067/xcv8ww7hb1
title: Point Base Summary
DOI: 10.6067/xcv8x63mmx
title: Field Specimen Catalog for Port Dauphin Village (1MB221), Mobile County, Alabama.
DOI: 10.6067/xcv8xs5v2z
title: Notch (spokeshave) Summary
DOI: 10.6067/xcv8z037tm
title: Eaton Artifact Tabulations
DOI: 10.6067/xcv8z89c25
title: Generated identity coding sheet for BELEMENT
DOI: 10.6067/xcv85b025f
title: Pipe Summary
DOI: 10.6067/xcv869736j
title: Point Summary
DOI: 10.6067/xcv8930st1
title: Ground Stone Pounding Tool Summary
DOI: 10.6067/xcv8c24w3r
title: Scraper Summary
DOI: 10.6067/xcv8d21x9c
title: Core Summary
DOI: 10.6067/xcv8gt5mvz
title: Stage 2 Biface Preform Summary
DOI: 10.6067/xcv8gx4b62
title: Field Specimen Catalog for Structure 05, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv8hx1cbn
title: Field Specimen Catalog for Structure 03, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv8jq10pd
title: Biface Fragment Summary
DOI: 10.6067/xcv8pc322b
title: Stage 3 Biface Preform Summary
DOI: 10.6067/xcv8pg1rc0
title: Broken Endscraper Summary
DOI: 10.6067/xcv8qf8sj5
title: Field Specimen Catalog for the Dog River Plantation (1MB161), Mobile County, Alabama
DOI: 10.6067/xcv8s75fzg
title: Fire Altered Rock Summary
DOI: 10.6067/xcv8t43srf
title: Ground Stone Smoothing Tool Summary
DOI: 10.6067/xcv8v69j8q
title: Field Specimen Catalog for Fort Louis, Old Mobile (1MB94), Mobile County, Alabama.
DOI: 10.6067/xcv8x066p1
title: Ground Stone Chopping Tool Summary
DOI: 10.6067/xcv81n80sk
title: Stage 3.5 Biface Preform Summary
DOI: 10.6067/xcv84j0dsp
title: Debris Summary
DOI: 10.6067/xcv87944b4
title: Stage 2.5 Biface Preform Summary
DOI: 10.6067/xcv8zs2w51
title: Sherd Summary
DOI: 10.5281/zenodo.5074978
title: SciExpeM - 10.5281/zenodo.5074978

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074986
title: SciExpeM - 10.5281/zenodo.5074986

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074977
title: SciExpeM - 10.5281/zenodo.5074978

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074985
title: SciExpeM - 10.5281/zenodo.5074986

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074984
title: SciExpeM - 10.5281/zenodo.5074984

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074983
title: SciExpeM - 10.5281/zenodo.5074984

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074980
title: SciExpeM - 10.5281/zenodo.5074980

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074988
title: SciExpeM - 10.5281/zenodo.5074988

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074979
title: SciExpeM - 10.5281/zenodo.5074980

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074987
title: SciExpeM - 10.5281/zenodo.5074988

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074991
title: SciExpeM - 10.5281/zenodo.5074991

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074990
title: SciExpeM - 10.5281/zenodo.5074991

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074993
title: SciExpeM - 10.5281/zenodo.5074993

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074992
title: SciExpeM - 10.5281/zenodo.5074993

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074999
title: SciExpeM - 10.5281/zenodo.5074999

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.5281/zenodo.5074998
title: SciExpeM - 10.5281/zenodo.5074999

description: Dagaut, P; Dayma, G - International Journal Of Hydrogen Energy, 2006, (31), 505-515
DOI: 10.6084/m9.figshare.14915088
title: The effect of CYP7B1 polymorphisms on the risk of coronary heart disease in Hainan Han population

description: This database is about the genotyping result for SNP in association analysis
DOI: 10.6084/m9.figshare.14915088.v1
title: The effect of CYP7B1 polymorphisms on the risk of coronary heart disease in Hainan Han population

description: This database is about the genotyping result for SNP in association analysis
DOI: 10.5281/zenodo.5075003
title: SciExpeM - 10.5281/zenodo.5075003

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075007
title: SciExpeM - 10.5281/zenodo.5075007

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075002
title: SciExpeM - 10.5281/zenodo.5075003

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075006
title: SciExpeM - 10.5281/zenodo.5075007

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075005
title: SciExpeM - 10.5281/zenodo.5075005

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075004
title: SciExpeM - 10.5281/zenodo.5075005

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075009
title: SciExpeM - 10.5281/zenodo.5075009

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075008
title: SciExpeM - 10.5281/zenodo.5075009

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075011
title: SciExpeM - 10.5281/zenodo.5075011

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075010
title: SciExpeM - 10.5281/zenodo.5075011

description: Dagaut, Philippe; Lecomte, Franck; Mieritz, Jacob; Glarborg, Peter - International Journal Of Chemical Kinetics, 2003, (35), 564-575
DOI: 10.5281/zenodo.5075013
title: SciExpeM - 10.5281/zenodo.5075013

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075012
title: SciExpeM - 10.5281/zenodo.5075013

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075015
title: SciExpeM - 10.5281/zenodo.5075015

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075014
title: SciExpeM - 10.5281/zenodo.5075015

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075017
title: SciExpeM - 10.5281/zenodo.5075017

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075016
title: SciExpeM - 10.5281/zenodo.5075017

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075019
title: SciExpeM - 10.5281/zenodo.5075019

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075018
title: SciExpeM - 10.5281/zenodo.5075019

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075021
title: SciExpeM - 10.5281/zenodo.5075021

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075023
title: SciExpeM - 10.5281/zenodo.5075023

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075020
title: SciExpeM - 10.5281/zenodo.5075021

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075022
title: SciExpeM - 10.5281/zenodo.5075023

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075025
title: SciExpeM - 10.5281/zenodo.5075025

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075027
title: SciExpeM - 10.5281/zenodo.5075027

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075026
title: SciExpeM - 10.5281/zenodo.5075027

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075024
title: SciExpeM - 10.5281/zenodo.5075025

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075029
title: SciExpeM - 10.5281/zenodo.5075029

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075028
title: SciExpeM - 10.5281/zenodo.5075029

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075031
title: SciExpeM - 10.5281/zenodo.5075031

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075030
title: SciExpeM - 10.5281/zenodo.5075031

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.5281/zenodo.5075033
title: SciExpeM - 10.5281/zenodo.5075033

description: Krejci, Michael C.; Mathieu, Olivier; Vissotski, Andrew J.; Ravi, Sankaranarayanan; Sikes, Travis G.; Petersen, Eric L.; Kérmonès, Alan; Metcalfe, Wayne; Curran, Henry J. - Journal Of Engineering For Gas Turbines And Power, 2013, (135),
DOI: 10.34740/kaggle/dsv/5657320
title: Nigerian Presidential Election 2023 Tweets
DOI: 10.7294/22582432.v1
title: LegacyTreeData v2

description: A repository of individual tree measurements of volume, weight, and physical properties. As of April 2023 the collection included records from over 290,000 trees, most of which were felled, and measured for stem taper and volume. Weight measurements were compiled on over 23,000 of the trees subjected to destructive sampling. Biomass components included stem wood and bark, branches, and foliage, including 11,209 trees having direct estimates of aboveground biomass (AGB). Stem volumes are recorded for over 248,600 trees, 81% of which included stem taper measurements. Over 300 species are represented in the stem volume data, with ≥ 100 trees sampled on 114 of the species in the data set. The collection spans over 100 years of fieldwork where detailed tree measurements were collected by private companies, government agencies – primarily the US Forest Service, and university researchers. Compiling these data from past studies depended largely on people and institutions who served for decades as stewards of the data and record-keepers. The information compiled here was often derived from larger collections of data and archival materials that in some cases included study plans, field notes, or other pertinent information. We preserved as much of this as was practical in supplementary files not archived here but available through a searchable, downloadable database online at https://www.legacytreedata.org.
DOI: 10.5281/zenodo.7896651
title: Echo from noise: synthetically generated cardiac ultrasound data using semantic diffusion models

description: This is the data repository for the paper: "Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation", available at: https://arxiv.org/abs/2305.05424. The corresponding code is available at: https://github.com/david-stojanovski/echo_from_noise This is the first work to utilize Denoising Diffusion Probabilistic Models (DDPMs) for generating medical images using semantic label maps as a source image for conditioning the generated image. Each of the 400+50 CAMUS patients contributes with 4 labelled frames (ED and ES for 2 chamber and 4 chamber), totalling 1800 initial semantic maps, to which we added the sector label. These semantic maps then had five random deformations applied (a combination of random affine and elastic deformation) to produce, 9000 transformed semantic maps (8000 for training and 1000 for validation). Affine transformation ranges for rotation degrees, translate, scale and shear were: (-5, 5), (0, 0.05), (0.8, 1.05) and 5 respectively. This was implemented using the torchvision python package. Elastic deformation was implemented using the TorchIO package. The settings for number of control points and max displacement were (10, 10, 4) and (0, 30, 30) respectively. Using these 9000 semantic maps as input to the generative models, we produced 9000 synthetic ultrasound images. Each echo view folder contains 3 folders: 1) annotations: augmented labels, with no sector label and no clipping due to sector 2) images: semantic diffusion model inferenced images 3) sector_annotations: label maps which contain ultrasound cone sector, which were used to generate corresponding semantic diffusion model images ema_0.9999_050000_2ch_ed_256.pt and ema_0.9999_050000_4ch_ed_256.pt are the saved checkpoints for the 2 and 4 chamber diffusion models respectively. The pretrained segmentation networks are provided within the final_models.zip file. A diagram of image numbers is shown in Data diagram.png
description: Funding sources: 1) Wellcome/EPSRC Centre for Medical Engineering [WT203148/Z/16/Z] 2) Wellcome Trust Senior Research Fellowship [209450/Z/17/Z] This work was also supported by the Centre for Doctoral Studies in Surgical & Interventional Engineering at King's College London.
DOI: 10.5281/zenodo.7896652
title: Echo from noise: synthetically generated cardiac ultrasound data using semantic diffusion models

description: This is the data repository for the paper: "Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation", available at: https://arxiv.org/abs/2305.05424. The corresponding code is available at: https://github.com/david-stojanovski/echo_from_noise This is the first work to utilize Denoising Diffusion Probabilistic Models (DDPMs) for generating medical images using semantic label maps as a source image for conditioning the generated image. Each of the 400+50 CAMUS patients contributes with 4 labelled frames (ED and ES for 2 chamber and 4 chamber), totalling 1800 initial semantic maps, to which we added the sector label. These semantic maps then had five random deformations applied (a combination of random affine and elastic deformation) to produce, 9000 transformed semantic maps (8000 for training and 1000 for validation). Affine transformation ranges for rotation degrees, translate, scale and shear were: (-5, 5), (0, 0.05), (0.8, 1.05) and 5 respectively. This was implemented using the torchvision python package. Elastic deformation was implemented using the TorchIO package. The settings for number of control points and max displacement were (10, 10, 4) and (0, 30, 30) respectively. Using these 9000 semantic maps as input to the generative models, we produced 9000 synthetic ultrasound images. Each echo view folder contains 3 folders: 1) annotations: augmented labels, with no sector label and no clipping due to sector 2) images: semantic diffusion model inferenced images 3) sector_annotations: label maps which contain ultrasound cone sector, which were used to generate corresponding semantic diffusion model images The pretrained segmentation networks are provided within the final_models.zip file. A diagram of image numbers is shown in Data diagram.png
description: Funding sources: 1) Wellcome/EPSRC Centre for Medical Engineering [WT203148/Z/16/Z] 2) Wellcome Trust Senior Research Fellowship [209450/Z/17/Z] This work was also supported by the Centre for Doctoral Studies in Surgical & Interventional Engineering at King's College London.