cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10123548
title: MuSHRoom: Multi-Sensor Hybrid Room Dataset for Joint 3D Reconstruction and Novel View Synthesis (Kinect Part 4)

description: Metaverse technologies demand accurate, real-time, and immersive modeling on consumer-grade hardware for both non-human perception (e.g., drone/robot/autonomous car navigation) and immersive technologies like AR/VR, requiring both structural accuracy and photorealism. However, there exists a knowledge gap in how to apply geometric reconstruction and photorealism modeling (novel view synthesis) in a unified framework.
To address this gap and promote the development of robust and immersive modeling and rendering with consumer-grade devices, first, we propose a real-world Multi-Sensor Hybrid Room Dataset (MuSHRoom). Our dataset presents exciting challenges and requires state-of-the-art methods to be cost-effective, robust to noisy data and devices, and can jointly learn 3D reconstruction and novel view synthesis, instead of treating them as separate tasks, making them ideal for real-world applications. Second, we benchmark several famous pipelines on our dataset for joint 3D mesh reconstruction and novel view synthesis. Finally, in order to further improve the overall performance, we propose a new method that achieves a good trade-off between the two tasks. Our dataset and benchmark show great potential in promoting the improvements for fusing 3D reconstruction and high-quality rendering in a robust and computationally efficient end-to-end fashion.
DOI: 10.17028/rd.lboro.24658425
title: Supplementary information files for Monthly sampling reveals seasonal fine sediment fluctuations and riverine invertebrate community responses

description: Supplementary files for article Monthly sampling reveals seasonal fine sediment fluctuations and riverine invertebrate community responsesManaging the impacts of anthropogenically enhanced deposited fine sediment levels in lotic ecosystems requires understanding of how catchment land-use changes have altered the natural sediment regime (erosion, transport, deposition) of rivers. Unfortunately, no existing studies have employed an appropriate sampling frequency over a period encompassing the full range of seasonal flow conditions expected to influence in-stream sediment dynamics. We determined the short-term (monthly) dynamics of deposited fine sediment and invertebrate communities over 12-months in 15 fourth- and fifth-order rivers draining catchments of low, medium and high land-use intensity in Southland, New Zealand to determine when and where fine sediment threatens stream health. We compared the Quorer resuspension method (suspendable inorganic sediment, SIS) and the in-stream visual sediment cover assessment method, and evaluated the effectiveness of four commonly-used invertebrate stream health metrics against their newly developed sediment-specific counterparts. Monthly variability in SIS was substantial across all land-use categories, but became more pronounced as land-use intensity increased. All 15 sites experienced a prolonged period of relatively stable flow which coincided with the largest short-term increase in SIS at 14 of the 15 sites. However, variability in SIS was not mirrored in macroinvertebrate metrics. These findings suggest that controlling inputs of fine sediment to rivers and streams will be most effective when targeted at periods of prolonged stable flow, particularly within high land-use intensity catchments. The resuspension method consistently outperformed visual estimates when considering its relationship with macroinvertebrate metrics, while sediment-specific metrics demonstrated a stronger association with fine sediment than commonly employed metrics e.g. (%EPT). We conclude that restoration/mitigation practices cannot be based solely on short-term, or even long-term, reductions in fine sediment, or on physical measures alone, but should be based on long-term recoveries of sediment-impacted invertebrate communities using concurrent measurements of both biotic and abiotic conditions.
DOI: 10.17028/rd.lboro.24658425.v1
title: Supplementary information files for Monthly sampling reveals seasonal fine sediment fluctuations and riverine invertebrate community responses

description: Supplementary files for article Monthly sampling reveals seasonal fine sediment fluctuations and riverine invertebrate community responsesManaging the impacts of anthropogenically enhanced deposited fine sediment levels in lotic ecosystems requires understanding of how catchment land-use changes have altered the natural sediment regime (erosion, transport, deposition) of rivers. Unfortunately, no existing studies have employed an appropriate sampling frequency over a period encompassing the full range of seasonal flow conditions expected to influence in-stream sediment dynamics. We determined the short-term (monthly) dynamics of deposited fine sediment and invertebrate communities over 12-months in 15 fourth- and fifth-order rivers draining catchments of low, medium and high land-use intensity in Southland, New Zealand to determine when and where fine sediment threatens stream health. We compared the Quorer resuspension method (suspendable inorganic sediment, SIS) and the in-stream visual sediment cover assessment method, and evaluated the effectiveness of four commonly-used invertebrate stream health metrics against their newly developed sediment-specific counterparts. Monthly variability in SIS was substantial across all land-use categories, but became more pronounced as land-use intensity increased. All 15 sites experienced a prolonged period of relatively stable flow which coincided with the largest short-term increase in SIS at 14 of the 15 sites. However, variability in SIS was not mirrored in macroinvertebrate metrics. These findings suggest that controlling inputs of fine sediment to rivers and streams will be most effective when targeted at periods of prolonged stable flow, particularly within high land-use intensity catchments. The resuspension method consistently outperformed visual estimates when considering its relationship with macroinvertebrate metrics, while sediment-specific metrics demonstrated a stronger association with fine sediment than commonly employed metrics e.g. (%EPT). We conclude that restoration/mitigation practices cannot be based solely on short-term, or even long-term, reductions in fine sediment, or on physical measures alone, but should be based on long-term recoveries of sediment-impacted invertebrate communities using concurrent measurements of both biotic and abiotic conditions.
DOI: 10.15468/ndm62p
title: Institut Botanic de Barcelona (IBB, CSIC-Ajuntament de Barcelona), BC-Lichen-Werner

description: Esta colección fue cedida en el Instituto Botánico de Barcelona (IBB) por el Dr. Xavier Llimona, albacea de la herencia científica del autor, motivado por la alta consideración que Roger-Guy Werner (1901-1977) tenía de Pius Font y Quer, con quién había hecho exploraciones en el Marruecos. Werner empieza a trabajar a la colección de criptógamas de la Institute Scientifique Chérifien de Rabat (Marruecos) en 1928 bajo la dirección de Louis Emberger (1897-1969). Posteriormente, el 1936, lo sucedió como conservador de esta colección. El 1948 volvió a Francia donde fue profesor en la Facultad de Ciencias de Nancy. Esta colección fue creada durante su estancia a Rabat en el transcurso de su servicio militar, en 1928 y por este motivo la mayoría de especímenes proceden del Marruecos. La colección incluye también líquenes procedentes de intercambio con otros herbarios, entre los cuales se cuentan ejemplares de Suecia, los Estados Unidos y Haití. La colección fue ordenada y catalogada por el Dr. Limona para facilitar la consulta. Cabe destacar su gran valor para la taxonomía liquénica de todo el Mediterráneo debido al gran número de tipos que contiene. Aunque la colección se estima que incluye más de 3000 especímenes actualmente solo se encuentran informatizados en la base de datos 1988 registros correspondientes a 1612 muestras. En la parte informatizada se han detectado 261 especímenes tipo: 58 isotipos, 19 lectotipos, 17 holotipos, 9 isolectotipos, 1 sintipo y 157 tipos sin especificar. Actualmente, se está trabajando con estos tipos sin especificar para determinar su tipología y evaluar si se encuentran más holotipos, lectotipos o neotipos.
DOI: 10.6084/m9.figshare.24658449
title: data

description: container ships
DOI: 10.6084/m9.figshare.24658449.v1
title: data

description: container ships
DOI: 10.6084/m9.figshare.21763223
title: CHDSR: Daily Surface Solar Diffuse Radiation Dataset in China (1980-2022, 10km) based on REST2_v9.1 and Integrated Machine Learning techniques

description: Diffuse solar radiation is an essential component of surface solar radiation that contribute to photovoltaic power generation and carbon cycle. Based on REST2_v9.1 model and integrated machine learning model, we updated and constructed a national 43-year (1980-2022) daily diffuse solar radiation dataset (CHDSR-updated) using ERA5 and MERRA2 reanalysis data, with a spatial resolution of 10 km. Compared with the previous diffuse solar radiation dataset, the improved dataset effectively improves the accuracy of diffuse solar radiation by introducing physical model, improving machine learning models and optimizing model inputs. The validation results with ground-based measurements showed that the CHSSDR-updated dataset had a high and stable performance with the correlation coefficient (R), the root-mean-square error (RMSE), and the mean absolute error (MAE) for the sampled-based cross-validation of 0.943,13.901 Wm-2 and 10.466 Wm-2, which are increased by 0.063 and decreased by 5.639 Wm-2 and 4.404 Wm-2.
DOI: 10.5281/zenodo.10151161
title: Data for testing method proposed in MuSHRoom (iPhone Part 1)

description: Data Structure
long_capture/sdf_dataset_all_interp_4
long_capture/sdf_dataset_train_interp_4
DOI: 10.5281/zenodo.10151160
title: Data for testing method proposed in MuSHRoom (iPhone Part 1)

description: Data Structure
long_capture/sdf_dataset_all_interp_4
long_capture/sdf_dataset_train_interp_4
DOI: 10.5281/zenodo.4022395
title: Baital Evaluation: Benchmarks and Results

description: This deposit contains benchmarks used for evaluation of Baital tool https://github.com/meelgroup/baital and a csv file with evaluation results on these benchmarks.
DOI: 10.5281/zenodo.10220246
title: Large Feature Model Benchmarks

description: This deposit contains benchmarks used for evaluation of Baital tool https://github.com/meelgroup/baital.
Originally from:
T. Pett, T. Thum, T. Runge, S. Krieter, M. Lochau, and I. Schaefer, "Product sampling for product lines: The scalability challenge."
A. Knuppel, T. Thum, S. Mennicke, J. Meinicke, and I. Schaefer, "Is there a mismatch between real-world feature models and product-line research?" in Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering. ACM, 2017
J. H. Liang, V. Ganesh, K. Czarnecki, and V. Raman, "Sat-based analysis of large real-world feature models is easy," in Proceedings of the 19th International Conference on Software Product Line. ACM, 2015
Q. Plazar, M. Acher, G. Perrouin, X. Devroey, and M. Cordy, "Uniform sampling of sat solutions for configurable systems: Are we there yet?" in 2019 12th IEEE Conference on Software Testing, Validation and Verification (ICST). IEEE, 2019
DOI: 10.5281/zenodo.4022394
title: Large Feature Model Benchmarks

description: This deposit contains benchmarks used for evaluation of Baital tool https://github.com/meelgroup/baital.
Originally from:
T. Pett, T. Thum, T. Runge, S. Krieter, M. Lochau, and I. Schaefer, "Product sampling for product lines: The scalability challenge."
A. Knuppel, T. Thum, S. Mennicke, J. Meinicke, and I. Schaefer, "Is there a mismatch between real-world feature models and product-line research?" in Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering. ACM, 2017
J. H. Liang, V. Ganesh, K. Czarnecki, and V. Raman, "Sat-based analysis of large real-world feature models is easy," in Proceedings of the 19th International Conference on Software Product Line. ACM, 2015
Q. Plazar, M. Acher, G. Perrouin, X. Devroey, and M. Cordy, "Uniform sampling of sat solutions for configurable systems: Are we there yet?" in 2019 12th IEEE Conference on Software Testing, Validation and Verification (ICST). IEEE, 2019
DOI: 10.5281/zenodo.10220252
title: MC reference and BAL output datasets

description: This is the datasets. 
Refernce_MODFLOW-MC_runs.zip is the  10,000 MODFLOW 6 simulation results.
GPEs_dataset.zip is the output from GPEs
DOI: 10.5281/zenodo.10220360
title: MC reference and BAL output datasets

description: This is the datasets. 
Refernce_MODFLOW-MC_runs.zip is the 10,000 and 50,000 MODFLOW 6 simulation results.
GPEs_datasets.zip is the output from GPEs
DOI: 10.5281/zenodo.10220251
title: MC reference and BAL output datasets

description: This is the datasets. 
Refernce_MODFLOW-MC_runs.zip is the 10,000 and 50,000 MODFLOW 6 simulation results.
GPEs_datasets.zip is the output from GPEs
DOI: 10.5281/zenodo.10154509
title: Data for testing method proposed in MuSHRoom (iPhone Part 2)

description: Data Structure
long_capture/sdf_dataset_all_interp_3
long_capture/sdf_dataset_train_interp_3
DOI: 10.5281/zenodo.10154510
title: Data for testing method proposed in MuSHRoom (iPhone Part 2)

description: Data Structure
long_capture/sdf_dataset_all_interp_3
long_capture/sdf_dataset_train_interp_3
DOI: 10.21942/uva.24631050.v4
title: Behavioral data

description: This dataset contains the raw behavioral data of the spatial attention task. The zip-file containts .csv files for each participant and experimental session. Each file shows parameters (columns) for each trial (rows), including direction of the cue ('cue'), location of the target stimulus ('location'), orientation of the target stimulus ('orientation'). <br> edit 29-11-2023: data of participant 30 was missing and has now been added.
DOI: 10.18465/871e0435-c998-4162-aa09-d099a2a37909
title: MNT Aiguillon-sur-Mer 2022

description: Modèle Numérique de Terrain obtenu par LiDAR sur la côte vendéenne au niveau de l'Aiguillon-sur-Mer
DOI: 10.5281/zenodo.10118383
title: Data for testing method proposed in MuSHRoom (Kinect Part 2)

description: Data Structure
long_capture/sdf_dataset_all_interp_3
long_capture/sdf_dataset_train_interp_3
DOI: 10.5281/zenodo.10118384
title: Data for testing method proposed in MuSHRoom (Kinect Part 2)

description: Data Structure
long_capture/sdf_dataset_all_interp_3
long_capture/sdf_dataset_train_interp_3
DOI: 10.18465/ed37fd2b-a43e-47e7-9302-045f70193f48
title: MNS Aiguillon-sur-Mer 2022

description: Modèle Numérique de Surface obtenu par LiDAR sur la côte vendéenne au niveau de l'Aiguillon-sur-Mer
DOI: 10.5281/zenodo.10155801
title: contact-high-school

description: Overview
This is a temporal hypergraph dataset, which here means a sequence of timestamped hyperedges where each hyperedge is a set of nodes. This dataset was constructed from a contact network amongst high school students in Marseilles, France, in December 2013. The contact network was downloaded from 
We form hyperedges through cliques of simultaneous contacts. Specifically, for every unique timestamp in the dataset, we construct a hyperedge for every maximal clique amongst the contact edges that exist for that timestamp. Timestamps were recorded in 20-second intervals.
Statistics
Some basic statistics of this dataset are:

Number of nodes: 327
Number of timestamped hyperedges: 172,035
There is a single connected component of size 327
Source of original data
Sources:

SocioPatterns
References
If you use this dataset, please cite these references:

Contact Patterns in a High School: A Comparison between Data Collected Using Wearable Sensors, Contact Diaries and Friendship Surveys. Rossana Mastrandrea, Julie Fournet, and Alain Barrat. PLoS ONE, 2015.
DOI: 10.5281/zenodo.10155802
title: contact-high-school

description: Overview
This is a temporal hypergraph dataset, which here means a sequence of timestamped hyperedges where each hyperedge is a set of nodes. This dataset was constructed from a contact network amongst high school students in Marseilles, France, in December 2013. The contact network was downloaded from 
We form hyperedges through cliques of simultaneous contacts. Specifically, for every unique timestamp in the dataset, we construct a hyperedge for every maximal clique amongst the contact edges that exist for that timestamp. Timestamps were recorded in 20-second intervals.
Statistics
Some basic statistics of this dataset are:

Number of nodes: 327
Number of timestamped hyperedges: 172,035
There is a single connected component of size 327
Source of original data
Sources:

SocioPatterns
References
If you use this dataset, please cite these references:

Contact Patterns in a High School: A Comparison between Data Collected Using Wearable Sensors, Contact Diaries and Friendship Surveys. Rossana Mastrandrea, Julie Fournet, and Alain Barrat. PLoS ONE, 2015.
DOI: 10.5281/zenodo.10213765
title: Loaded Waveguide Measurements of Plastic Explosives at V-Band

description: The dataset consists of two-port S-parameter measurements collected with the Keysight Technologies N5245A PNA-X 50 GHz network analyzer operating with two OML, Inc. V-band (WR-15) waveguide transceivers in the frequency range 50–75 GHz.  The device-under-test is a WR-15 waveguide shim of 2 mm length filled with varied explosive materials (approximately 14 microliter); samples include C-4, Primasheet 1000, Primasheet 2000, and Semtex 10. Data was collected in increments of 10 MHz (2501 points) with an intermediate frequency (IF) bandwidth of 3 kHz. Dielectric characterization of the materials is accomplished by analysis of electromagnetic wave propagation in the loaded waveguide by fitting to dielectric parameters and sample protrusion lengths at the ends of the loaded waveguide, for example using the method described in Z. J. Landicini, J. Barber, J. C. Weatherall, D.C. Karns, P.R. Smith, J Aparicio-Bolano, and W. Ruiz, "Loaded waveguide measurements of plastic explosives at V-band," Proc. SPIE, vol. 12535, pp. 156-166, 2023.
DOI: 10.5281/zenodo.10213766
title: Loaded Waveguide Measurements of Plastic Explosives at V-Band

description: The dataset consists of two-port S-parameter measurements collected with the Keysight Technologies N5245A PNA-X 50 GHz network analyzer operating with two OML, Inc. V-band (WR-15) waveguide transceivers in the frequency range 50–75 GHz.  The device-under-test is a WR-15 waveguide shim of 2 mm length filled with varied explosive materials (approximately 14 microliter); samples include C-4, Primasheet 1000, Primasheet 2000, and Semtex 10. Data was collected in increments of 10 MHz (2501 points) with an intermediate frequency (IF) bandwidth of 3 kHz. Dielectric characterization of the materials is accomplished by analysis of electromagnetic wave propagation in the loaded waveguide by fitting to dielectric parameters and sample protrusion lengths at the ends of the loaded waveguide, for example using the method described in Z. J. Landicini, J. Barber, J. C. Weatherall, D.C. Karns, P.R. Smith, J Aparicio-Bolano, and W. Ruiz, "Loaded waveguide measurements of plastic explosives at V-band," Proc. SPIE, vol. 12535, pp. 156-166, 2023.
DOI: 10.25345/c5vq2sn09
title: MassIVE MSV000093531 - DPM1 through SERPINB5 modulates desmosomal adhesion and epidermal differentiation
title: Glycosylation is essential to facilitate cell-cell adhesion and differentiation. We determined the role of the dolichol phosphate mannosyltransferase (DPM) complex, a central regulator for glycosylation, for desmosomal adhesive function and epidermal differentiation. Deletion of the key molecule of the DPM complex, DPM1, in human keratinocytes resulted in weakened cell-cell adhesion, impaired localization of the desmosomal components desmoplakin and desmoglein-2, and led to cytoskeletal organization defects in human keratinocytes. In a 3D organotypic human epidermis model, loss of DPM1 caused impaired differentiation with abnormally increased cornification, reduced thickness of non-corneal layers, and formation of intercellular gaps in the epidermis. Using proteomic approaches, SERPINB5 was identified as DPM1-dependent interaction partner of desmoplakin. Mechanistically, SERPINB5 reduced desmoplakin phosphorylation at serine 176, which was required for strong intercellular adhesion. These results uncover a novel role of the DPM complex in linking desmosomal adhesion with epidermal differentiation.
DOI: 10.5517/ccdc.csd.cc24vnpc
title: CCDC 1991833: Experimental Crystal Structure Determination

description: Related Article: Fengcai Li, Yangyang Chen, Jiaying Xu, Hui Cang, Song Chen|2023|J.Lumin.|266|120292|doi:10.1016/j.jlumin.2023.120292
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27hh19
title: CCDC 2070460: Experimental Crystal Structure Determination

description: Related Article: Jun-Xia Li, Yi-Jing Lu, Ke-Ying Quan, Li-Bing Wu, Xun Feng, Wei-Zhou Wang|2024|J.Mol.Struct.|1297|136830|doi:10.1016/j.molstruc.2023.136830
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc288m39
title: CCDC 2093650: Experimental Crystal Structure Determination

description: Related Article: Thayalaraj C. Jeyakumar, Rawlings A. Timothy, Obinna C. Godfrey, Rajendran Rajaram, Ernest C. Agwamba, Offiong E. Offiong, Hitler Louis|2023|Inorg.Chem.Commun.|158|111714|doi:10.1016/j.inoche.2023.111714
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28y3p1
title: CCDC 2113353: Experimental Crystal Structure Determination

description: Related Article: Xiao-xia Zhu, Wan-qiu Liu, Zhao-xia Shi, Huang-yao Zhu, Si-qi Fan, Jie Zhang, Wen-yuan Liu, Li-Jun Xu, Qing-Jia Ren, Feng Feng, Jian Xu|2023|Phytochemistry|217|113918|doi:10.1016/j.phytochem.2023.113918
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28y3zb
title: CCDC 2113362: Experimental Crystal Structure Determination

description: Related Article: Xiao-xia Zhu, Wan-qiu Liu, Zhao-xia Shi, Huang-yao Zhu, Si-qi Fan, Jie Zhang, Wen-yuan Liu, Li-Jun Xu, Qing-Jia Ren, Feng Feng, Jian Xu|2023|Phytochemistry|217|113918|doi:10.1016/j.phytochem.2023.113918
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.