cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8349018
title: SyntheWorld: A Large-Scale Synthetic Dataset for Land Cover Mapping and Building Change Detection

description: <strong>Paper Accept by WACV 2024</strong> [paper, supp] [arXiv] <strong>Overview</strong> Synthetic datasets, recognized for their cost effectiveness, play a pivotal role in advancing computer vision tasks and techniques. However, when it comes to remote sensing image processing, the creation of synthetic datasets becomes challenging due to the demand for larger-scale and more diverse 3D models. This complexity is compounded by the difficulties associated with real remote sensing datasets, including limited data acquisition and high annotation costs, which amplifies the need for high-quality synthetic alternatives. To address this, we present SyntheWorld, a synthetic dataset unparalleled in quality, diversity, and scale. It includes 40,000 images with submeter-level pixels and fine-grained land cover annotations of eight categories, and it also provides 40,000 pairs of bitemporal image pairs with building change annotations for building change detection task. We conduct experiments on multiple benchmark remote sensing datasets to verify the effectiveness of SyntheWorld and to investigate the conditions under which our synthetic data yield advantages. <pre><strong>Description</strong> ------------ This dataset has been designed for land cover mapping and building change detection tasks. File Structure and Content: --------------------------- 1. **1024.zip**: - Contains images of size 1024x1024 with a GSD (Ground Sampling Distance) of 0.6-1m. - `images` and `ss_mask` folders: Used for the land cover mapping task. - `images` folder: Post-event images for building change detection. - `small-pre-images`: Images with a minor off-nadir angle difference compared to post-event images. - `big-pre-images`: Images with a large off-nadir angle difference compared to post-event images. - `cd_mask`: Ground truth for the building change detection task. 2. **512-1.zip**, **512-2.zip**, **512-3.zip**: - Contains images of size 512x512 with a GSD of 0.3-0.6m. - `images` and `ss_mask` folders: Used for the land cover mapping task. - `images` folder: Post-event images for building change detection. - `pre-event` folder: Images for the pre-event phase. - `cd-mask`: Ground truth for building change detection. Land Cover Mapping Class Grep Map: ---------------------------------- class_grey = { "Bareland": 1, "Rangeland": 2, "Developed Space": 3, "Road": 4, "Tree": 5, "Water": 6, "Agriculture land": 7, "Building": 8, }</pre> <strong>Reference</strong> @misc{song2023syntheworld,<br> title={SyntheWorld: A Large-Scale Synthetic Dataset for Land Cover Mapping and Building Change Detection}, <br> author={Jian Song and Hongruixuan Chen and Naoto Yokoya},<br> year={2023},<br> eprint={2309.01907},<br> archivePrefix={arXiv},<br> primaryClass={cs.CV}<br> }
DOI: 10.34808/eb7n-tb57
title: Photocatalytic decomposition of ethylene on the TiO2-polystyrene spheres

description: Data contain results from the measurements of the photocatalytic decomposition of ethylene under UV irradiation with using TiO2 coating on the expanded polystyrene spheres (EPS). EPS-SiO2-TiO2 and EPS-TiO2 were used as the photocatalytic beds in the fluidized bed reactor.  Both, stationary and fluidized beds were tested. The comparison of ethylene decomposition between the conditions of stationary and fluidized beds was performed.
DOI: 10.34808/hzcm-5b29
title: TiO2-potential zeta in water

description: Data contain results from measurements of zeta potential for powdered TiO2 in a diluted aqueous solution. The measurements were performed in Zetasizer Nano ZS analyser.
DOI: 10.34808/93ex-ep81
title: TG-hydroxyl groups in TiO2-P25

description: TG analyses were performed for powdered TiO2 - commercial P25 sample, which was heat-treated from room temperature to 500 C in the nitrogen atmosphere. Mass loss at lower temperature such as 120 C was related to the physisorbed water, and that one occurring at 500 C to the chemisorbed hydroxyl groups.
DOI: 10.6084/m9.figshare.24042617
title: Supplementary Material 2. from The effect of fibre cell remodelling on the power and optical quality of the lens

description: Cell layer position vs radial position
DOI: 10.6084/m9.figshare.24042617.v1
title: Supplementary Material 2. from The effect of fibre cell remodelling on the power and optical quality of the lens

description: Cell layer position vs radial position
DOI: 10.6084/m9.figshare.24042623
title: Supplementary Material 1. from The effect of fibre cell remodelling on the power and optical quality of the lens

description: Cell area measurements (E16-12M)
DOI: 10.6084/m9.figshare.24042623.v1
title: Supplementary Material 1. from The effect of fibre cell remodelling on the power and optical quality of the lens

description: Cell area measurements (E16-12M)
DOI: 10.5281/zenodo.8361936
title: CLDF dataset derived from Grierson's "Linguistic Survey of India" from 1928

description: Cite the source of the dataset as: Grierson, George Abraham (1928): Linguistic Survey of India. Comparative Vocabulary. Calcutta: Government of India Central Publication Branch.
DOI: 10.5281/zenodo.8361935
title: CLDF dataset derived from Grierson's "Linguistic Survey of India" from 1928

description: Cite the source of the dataset as: Grierson, George Abraham (1928): Linguistic Survey of India. Comparative Vocabulary. Calcutta: Government of India Central Publication Branch.
DOI: 10.6084/m9.figshare.24166128
title: Supplementary Material for: Hippocampal dynamic functional connectivity, HPA axis activity, and personality trait in bipolar disorder with suicidal attempt

description: Introduction Suicide in bipolar disorder (BD) is a multifaceted behavior, involving specific neuroendocrine and psychological mechanisms. According to previous studies, we hypothesized that suicidal BD patients may exhibit impaired dynamic functional connectivity (dFC) variability of hippocampal subregions and hypothalamic-pituitary-adrenal (HPA) axis activity, which may be associate with suicide-related personality traits. The objective of our study was to clarify this. Methods Resting-state functional magnetic resonance imaging data were obtained from 79 patients with BD, 39 with suicidal attempt (SA) and 40 without SA, and 35 healthy controls. The activity of the HPA axis was assessed by measuring morning plasma adrenocorticotropic hormone (ACTH) and cortisol (CORT) levels. All participants underwent personality assessment using Minnesota Multiphasic Personality Inventory-2 (MMPI-2). Results BD patients with SA exhibited increased dFC variability between the right caudal hippocampus and the left superior temporal gyrus (STG) when compared with non-SA BD patients and HCs. BD with SA also showed significantly lower ACTH levels in comparison with HCs, which was positively correlated with increased dFC variability between the right caudal hippocampus and the left STG. BD with SA had significantly higher scores of Hypochondriasis, Depression and Schizophrenia than non-SA BD. Additionally, multivariable regression analysis revealed the interaction of ACTH × dFC variability between the right caudal hippocampus and the left STG independently predicted MMPI-2 score (depression evaluation) in suicidal BD patients. Conclusion These results suggested that suicidal BD exhibited increased dFC variability of hippocampal-temporal cortex and less HPA axis hyperactivity, which may affect their personality traits.
DOI: 10.6084/m9.figshare.24166128.v1
title: Supplementary Material for: Hippocampal dynamic functional connectivity, HPA axis activity, and personality trait in bipolar disorder with suicidal attempt

description: Introduction Suicide in bipolar disorder (BD) is a multifaceted behavior, involving specific neuroendocrine and psychological mechanisms. According to previous studies, we hypothesized that suicidal BD patients may exhibit impaired dynamic functional connectivity (dFC) variability of hippocampal subregions and hypothalamic-pituitary-adrenal (HPA) axis activity, which may be associate with suicide-related personality traits. The objective of our study was to clarify this. Methods Resting-state functional magnetic resonance imaging data were obtained from 79 patients with BD, 39 with suicidal attempt (SA) and 40 without SA, and 35 healthy controls. The activity of the HPA axis was assessed by measuring morning plasma adrenocorticotropic hormone (ACTH) and cortisol (CORT) levels. All participants underwent personality assessment using Minnesota Multiphasic Personality Inventory-2 (MMPI-2). Results BD patients with SA exhibited increased dFC variability between the right caudal hippocampus and the left superior temporal gyrus (STG) when compared with non-SA BD patients and HCs. BD with SA also showed significantly lower ACTH levels in comparison with HCs, which was positively correlated with increased dFC variability between the right caudal hippocampus and the left STG. BD with SA had significantly higher scores of Hypochondriasis, Depression and Schizophrenia than non-SA BD. Additionally, multivariable regression analysis revealed the interaction of ACTH × dFC variability between the right caudal hippocampus and the left STG independently predicted MMPI-2 score (depression evaluation) in suicidal BD patients. Conclusion These results suggested that suicidal BD exhibited increased dFC variability of hippocampal-temporal cortex and less HPA axis hyperactivity, which may affect their personality traits.
DOI: 10.6084/m9.figshare.24166077
title: fileset for GKP qubit synthesizer

description: This file contains the data used in the paper, "Gottesman-Kitaev-Preskill qubit synthesizer for propagating light".
DOI: 10.5281/zenodo.8330815
title: ground-level ozone

description: ground-level ozone
DOI: 10.5281/zenodo.8331655
title: ground-level ozone

description: ground-level ozone
DOI: 10.5281/zenodo.8330814
title: ground-level ozone

description: ground-level ozone
DOI: 10.5281/zenodo.8331676
title: ground-level ozone

description: ground-level ozone
DOI: 10.6084/m9.figshare.24166146
title: Supplementary Material for: Hippocampal dynamic functional connectivity, HPA axis activity, and personality trait in bipolar disorder with suicidal attempt

description: Introduction Suicide in bipolar disorder (BD) is a multifaceted behavior, involving specific neuroendocrine and psychological mechanisms. According to previous studies, we hypothesized that suicidal BD patients may exhibit impaired dynamic functional connectivity (dFC) variability of hippocampal subregions and hypothalamic-pituitary-adrenal (HPA) axis activity, which may be associate with suicide-related personality traits. The objective of our study was to clarify this. Methods Resting-state functional magnetic resonance imaging data were obtained from 79 patients with BD, 39 with suicidal attempt (SA) and 40 without SA, and 35 healthy controls. The activity of the HPA axis was assessed by measuring morning plasma adrenocorticotropic hormone (ACTH) and cortisol (CORT) levels. All participants underwent personality assessment using Minnesota Multiphasic Personality Inventory-2 (MMPI-2). Results BD patients with SA exhibited increased dFC variability between the right caudal hippocampus and the left superior temporal gyrus (STG) when compared with non-SA BD patients and HCs. BD with SA also showed significantly lower ACTH levels in comparison with HCs, which was positively correlated with increased dFC variability between the right caudal hippocampus and the left STG. BD with SA had significantly higher scores of Hypochondriasis, Depression and Schizophrenia than non-SA BD. Additionally, multivariable regression analysis revealed the interaction of ACTH × dFC variability between the right caudal hippocampus and the left STG independently predicted MMPI-2 score (depression evaluation) in suicidal BD patients. Conclusion These results suggested that suicidal BD exhibited increased dFC variability of hippocampal-temporal cortex and less HPA axis hyperactivity, which may affect their personality traits.
DOI: 10.6084/m9.figshare.24166146.v1
title: Supplementary Material for: Hippocampal dynamic functional connectivity, HPA axis activity, and personality trait in bipolar disorder with suicidal attempt

description: Introduction Suicide in bipolar disorder (BD) is a multifaceted behavior, involving specific neuroendocrine and psychological mechanisms. According to previous studies, we hypothesized that suicidal BD patients may exhibit impaired dynamic functional connectivity (dFC) variability of hippocampal subregions and hypothalamic-pituitary-adrenal (HPA) axis activity, which may be associate with suicide-related personality traits. The objective of our study was to clarify this. Methods Resting-state functional magnetic resonance imaging data were obtained from 79 patients with BD, 39 with suicidal attempt (SA) and 40 without SA, and 35 healthy controls. The activity of the HPA axis was assessed by measuring morning plasma adrenocorticotropic hormone (ACTH) and cortisol (CORT) levels. All participants underwent personality assessment using Minnesota Multiphasic Personality Inventory-2 (MMPI-2). Results BD patients with SA exhibited increased dFC variability between the right caudal hippocampus and the left superior temporal gyrus (STG) when compared with non-SA BD patients and HCs. BD with SA also showed significantly lower ACTH levels in comparison with HCs, which was positively correlated with increased dFC variability between the right caudal hippocampus and the left STG. BD with SA had significantly higher scores of Hypochondriasis, Depression and Schizophrenia than non-SA BD. Additionally, multivariable regression analysis revealed the interaction of ACTH × dFC variability between the right caudal hippocampus and the left STG independently predicted MMPI-2 score (depression evaluation) in suicidal BD patients. Conclusion These results suggested that suicidal BD exhibited increased dFC variability of hippocampal-temporal cortex and less HPA axis hyperactivity, which may affect their personality traits.
DOI: 10.15151/esrf-es-1299724264
title: Austrian Crystallographic Diffraction Consortium

description: The Austrian Crystallographic Diffraction Consortium (ACDC) BAG aims at supporting several macromolecular structural biology groups across Austria (in total 20 research groups at 9 institutions in 4 cities). We employ mainly the technique of X-ray crystallography to characterize macromolecular biological complexes, but also solution scattering approaches are frequently used to characterize dynamic assemblies. Approval of this BAG will be essential for researchers in all our groups to carry out their structural studies on various health-related and basic research-oriented topics, which are targeted at characterizing large molecular assemblies or proteins currently under-represented in the PDB, including membrane proteins. Corresponding high-resolution diffraction data are only obtainable through the use of synchrotron radiation sources. Thus regular synchrotron access is highly desirable to maintain a competitive advantage in our individual research fields.
DOI: 10.15151/esrf-es-1304367630
title: Munich Crystallography BAG

description: The diverse groups of the Munich Crystallography BAG study a far range of subjects, reaching from structural aspects of fundamental cellular processes - such as RNA processing, protein folding and degradation, DNA repair, chromatin remodelling, enzymes - to the design of foldamers. The research groups are located at the LMU and TUM universities in Munich, at the Max-Planck-Institute of Biochemistry, Martinsried, and the Helmholtz Center, Neuherberg. Out-groups are located at the universities in Darmstadt and Ulm, Germany. The research groups use X-ray crystallography, single-particle cryo-EM, SAXS, NMR and HDX and XL-MS mass-spectrometry for structural studies.
DOI: 10.15151/esrf-es-1308374961
title: Southampton, Bristol, Cardiff, Exeter, KCL, UCL Royal Free Block Allocation Group (BAG)

description: This BAG coordinates activities of groups from the South-West of the UK. The focus of the bag is on projects in Immunology, enzymology, and transcriptional regulation. A particular strength are the macromolecular complexes that several of the groups target. The activities in rational protein design (Bristol) and in cancer immunology and enzyme mechanism (Southampton) are particular highlights, with high profile publication. Cardiff has joined the bag as a new member in 2022. Several bag members are active in using facilities such as icOS and ID29 serial as pointed out in the proposal. NB although ID29 is a separate proposal at present, we have a new member with the University of Essex, expected to join this bag when ID29 is part of the bag proposal.
DOI: 10.15151/esrf-es-1335042781
title: sample tests on weevil cuticular scales for SC5470 in EH3

description: sample tests on weevil cuticular scales for SC5470
DOI: 10.5281/zenodo.8362015
title: Thermal preference PREDATOR AND PREY

description: Here we upload data for the following article: <strong>Evaluating thermal niche overlap of a predator-prey system: Do spiders choose suboptimal temperatures in pursuit of prey? from Phisiological Entomology.</strong>
DOI: 10.5281/zenodo.8362014
title: Thermal preference PREDATOR AND PREY

description: Here we upload data for the following article: <strong>Evaluating thermal niche overlap of a predator-prey system: Do spiders choose suboptimal temperatures in pursuit of prey? from Phisiological Entomology.</strong>
DOI: 10.25949/22802411
title: DeepSlice Source Data and Ground Truth datasets

description: Hi! Welcome to the DeepSlice data repository!This repository contains:Source data used to generate the graphs shown in Figures 1, 2 & 3 of Carey et al. (2023).Histological images and alignment data used to guide the development of, and assess the performance of, the DeepSlice algorithm.Code you can use to replicate the DeepSlice alignment filesSources data are organised in Excel spreadsheets, with data corresponding to each panel itemised in separate worksheets (Figure 1.xlsx, Figure 2.xlsx, Figure 3.xlsx).Histological images corresponding to Ground Truth datasets are saved in .Zip files.The following zip repositories are included:NameSource DOIGLT1a10.25493/Y147-2CEPcP210.25493/A2EG-VPRCamKII10.25493/W97C-01RCalb1http://mouse.brain-map.org/experiment/show/71717640β amyloidprovided by Yates et al. 10.3389/fninf.2019.00075Myelin10.25493/Y147-2CEPitx310.25493/DTB3-0KP<br>The GLT1a, PcP2, CamKII, Myelin & Pitx3 datasets are made available from eBrains via CC4.0 license. Calb1 dataset is courtesy of the Allen Institute for Brain Science. Allen Mouse Brain Atlas dataset# 71717640 Available from mouse.brain-map.org. Allen Institute for Brain Science (2011).The β amyloid dataset is courtesy of Yates et al.Alignment metadata, generated by human or DeepSlice, are provided as .xml and .csv files in corresponding Zip archives. To view human- or DeepSlice-generated alignments save image files and .xml files to the same directory and load in QuickNII (https://www.nitrc.org/projects/quicknii). The DeepSlice source code, and tools used to calculate differences in alignments, are available at https://github.com/PolarBean/DeepSliceWe hope you find this useful, either as a way of validating or replicating our work or as a means to quantify the performance of other alignment algorithms. Don't forget to cite our paper if you do!Harry Carey, Michael Pegios, Lewis Martin, Chris Saleeba, Anita J. Turner, Nicholas Everett, Maja A. Puchades, Jan G. Bjaalie & Simon McMullan (2023) DeepSlice: rapid fully automatic registration of mouse brain imaging to a volumetric atlas, Nature Communications, DOI:10.1038/s41467-023-41645-4
DOI: 10.34740/kaggle/dsv/6282929
title: CrowdHuman Crowd Detection CSV Labels
DOI: 10.5519/qd.ocq2kcun
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (34 records)
DOI: 10.6084/m9.figshare.24166185
title: Data Collection for Modern Societal Changes and Their Impacts on the Identities of Saudi University Students

description: Data Collection for Modern Societal Changes and Their Impacts on the Identities of Saudi University Students
DOI: 10.6084/m9.figshare.24166185.v1
title: Data Collection for Modern Societal Changes and Their Impacts on the Identities of Saudi University Students

description: Data Collection for Modern Societal Changes and Their Impacts on the Identities of Saudi University Students
DOI: 10.6084/m9.figshare.13624559
title: Data Collection for Impact of the COVID-19 Pandemic on the Social and Educational Aspects of Saudi University Students’ Lives.xlsx

description: Data collection for finding out the Impact of the COVID-19 Pandemic on the Social and Educational Aspects of Saudi University Students’ Lives
DOI: 10.6084/m9.figshare.13624559.v1
title: Data Collection for Impact of the COVID-19 Pandemic on the Social and Educational Aspects of Saudi University Students’ Lives.xlsx

description: Data collection for finding out the Impact of the COVID-19 Pandemic on the Social and Educational Aspects of Saudi University Students’ Lives
DOI: 10.6084/m9.figshare.24166224
title: COVID-19 and food.zip

description: We identified the false information related to COVID-19 pandemic on Sina Weibo, the largest Chinese new media microblog platform (similar to Twitter), and analyzed the data.
DOI: 10.6084/m9.figshare.24166224.v1
title: COVID-19 and food.zip

description: We identified the false information related to COVID-19 pandemic on Sina Weibo, the largest Chinese new media microblog platform (similar to Twitter), and analyzed the data.
DOI: 10.6084/m9.figshare.23935491.v1
title: F1000 Data Radiomic Features for 2-mm and 5-mm Slice thickness

description: - Radiomic Features of 2 mm and 5mm Slice thickness (Spread Sheet)- Concordance correlation coefficient of Radiomic features (Spread Sheet)
DOI: 10.18465/fd166150-5be6-47a9-b1eb-6d2e52920636
title: MNS Pont-Mahé 2021

description: Modèle Numérique de Surface obtenu par LiDAR sur la côte ligérienne au niveau de Pont-Mahé
DOI: 10.18465/74d17fbb-23e4-4f9c-82d6-f539f4c98b51
title: MNT Pont-Mahé 2021

description: Modèle Numérique de Terrain obtenu par LiDAR sur la côte ligérienne au niveau de Pont-Mahé
DOI: 10.18465/3cc2a102-d34b-45cf-9128-31b3c1015746
title: MNS Piriac 2021

description: Modèle Numérique de Surface obtenu par LiDAR sur la côte ligérienne au niveau de Piriac
DOI: 10.18465/a76e7299-cf43-4fef-b326-563b06d76c32
title: MNT Piriac 2021

description: Modèle Numérique de Terrain obtenu par LiDAR sur la côte ligérienne au niveau de Piriac
DOI: 10.18465/73aecb40-a1be-483e-9081-ccfbf6ee8a59
title: MNT Turballe 2021

description: Modèle Numérique de Terrain obtenu par LiDAR sur la côte ligérienne au niveau de la Turballe
DOI: 10.18465/ccffe940-7f09-46e5-8095-7d746050fae6
title: MNS Turballe 2021

description: Modèle Numérique de Surface obtenu par LiDAR sur la côte ligérienne au niveau de la Turballe
DOI: 10.5281/zenodo.7746627
title: Constrained trait variation by water availability modulates radial growth in evergreen and deciduous Mediterranean oaks

description: Data supporting the findings of the study "Constrained trait variation by water availability modulates radial growth in two coexisting Mediterranean oaks"
DOI: 10.5281/zenodo.7746626
title: Constrained trait variation by water availability modulates radial growth in evergreen and deciduous Mediterranean oaks

description: Data supporting the findings of the study "Constrained trait variation by water availability modulates radial growth in two coexisting Mediterranean oaks"
DOI: 10.17909/trb7-hs97
title: 2565 UDS obs 100 and 200
DOI: 10.18465/acbcec4d-443d-4482-b90f-81fcc2169c02
title: MNT Croisic 2021

description: Modèle Numérique de Terrain obtenu par LiDAR sur la côte ligérienne au niveau du Croisic