cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48436/443tr-j4096
title: LidarScout: Direct Out-of-Core Rendering of Massive Point Clouds

description: LidarScout: Direct Out-of-Core Rendering of Massive Point Clouds

This dataset contains data related to our LidarScout paper at High-Performance Graphics 2025. This paper proposes a method for instantly exploring huge, compressed point clouds (LAZ) without any pre-processing and no extra storage. Contained data is:



LidarScout executable for Windows (requires CUDA)

A screen-capture video as MP4

Source code for the viewer (Github Snapshot from 2025-09-25, https://github.com/cg-tuwien/lidarscout, mostly C++ and CUDA)

Source code for the training (Github Snapshot from 2025-09-25, https://github.com/cg-tuwien/lidarscout_training, mostly Python)

Trained models for all variants as Pytorch checkpoints (.ckpt) and Torchscript (.pt)

Training and testing datasets based on AHN5, Bund_BoraPk, CA13, ID15_Bunds, NZ23_Gisborne, BR17_SaoPaulo, and SwissSurface3D as CSV, PLY, and BIN files.

Testing results for all model variants and all test datasets as PLY and NPY files


More detailed information on the folder and file structure can be found in the README of the training repository.

More general information: https://www.cg.tuwien.ac.at/research/publications/2025/erler-2025-lidarscout/

There are some scripts provided in the code archive for very interested users; they may require a little bit of tinkering to get them to run.

Licenses

The data is licensed under CC-BY 4.0, the code is licensed under MIT.

Acknowledgements

We thank the following data set providers: Bunds at el. and Open Topography for the Bund_Bora [ BDG+19] and ID15_Bunds [BDG+20] data sets; PG&E and Open Topography for CA13 [ Pac13 ]; The Ministry of Business, Innovation and Employment and Toit¯u Te Whenua Land Information New Zealand and Open Topography for Gisborne [ MoBE24 ]; The São Paulo City Hall (PMSP) and Open Topography for São Paulo [ (PM17 ]; The Bundesamt für Landestopografie swisstopo for swissSURFACE3D [Swi20].

We thank Paul Guerrero, Pedro Hermosilla, and Adam Celarek for their valuable inputs. Further, we thank Stefan Ohrhallinger for running reconstructions with BallMerge [POEM24].This research has been funded by WWTF project ICT22-055 - Instant Visualization and Interaction for Large Point Clouds.
DOI: 10.48436/z57zg-n8m42
title: LidarScout: Direct Out-of-Core Rendering of Massive Point Clouds

description: LidarScout: Direct Out-of-Core Rendering of Massive Point Clouds

This dataset contains data related to our LidarScout paper at High-Performance Graphics 2025. This paper proposes a method for instantly exploring huge, compressed point clouds (LAZ) without any pre-processing and no extra storage. Contained data is:



LidarScout executable for Windows (requires CUDA)

A screen-capture video as MP4

Source code for the viewer (Github Snapshot from 2025-09-25, https://github.com/cg-tuwien/lidarscout, mostly C++ and CUDA)

Source code for the training (Github Snapshot from 2025-09-25, https://github.com/cg-tuwien/lidarscout_training, mostly Python)

Trained models for all variants as Pytorch checkpoints (.ckpt) and Torchscript (.pt)

Training and testing datasets based on AHN5, Bund_BoraPk, CA13, ID15_Bunds, NZ23_Gisborne, BR17_SaoPaulo, and SwissSurface3D as CSV, PLY, and BIN files.

Testing results for all model variants and all test datasets as PLY and NPY files


More detailed information on the folder and file structure can be found in the README of the training repository.

More general information: https://www.cg.tuwien.ac.at/research/publications/2025/erler-2025-lidarscout/

There are some scripts provided in the code archive for very interested users; they may require a little bit of tinkering to get them to run.

Licenses

The data is licensed under CC-BY 4.0, the code is licensed under MIT.

Acknowledgements

We thank the following data set providers: Bunds at el. and Open Topography for the Bund_Bora [ BDG+19] and ID15_Bunds [BDG+20] data sets; PG&E and Open Topography for CA13 [ Pac13 ]; The Ministry of Business, Innovation and Employment and Toit¯u Te Whenua Land Information New Zealand and Open Topography for Gisborne [ MoBE24 ]; The São Paulo City Hall (PMSP) and Open Topography for São Paulo [ (PM17 ]; The Bundesamt für Landestopografie swisstopo for swissSURFACE3D [Swi20].

We thank Paul Guerrero, Pedro Hermosilla, and Adam Celarek for their valuable inputs. Further, we thank Stefan Ohrhallinger for running reconstructions with BallMerge [POEM24].This research has been funded by WWTF project ICT22-055 - Instant Visualization and Interaction for Large Point Clouds.
DOI: 10.17028/rd.lboro.29900150
title: Supplementary files for "How we think about the political stances of others: evidence on projection from Canada, Germany, and the UK"

description: Supplementary files for article "How we think about the political stances of others: evidence on projection from Canada, Germany, and the UK"<br><br>What leads people to assume that others are more or less similar to them ideologically? To answer this question, this article uses original data from three multi?party democracies to analyse respondents’ assumptions about the ideological proximity of hypothetical voters. In doing so, it focusses on an underexamined psychological mechanism in political science research – projection onto in-group members – with the aim of extending our understanding of the factors shaping second-order political beliefs. The article empirically assesses the impact of this mechanism, using an original survey experiment fielded in Canada, Germany, and the United Kingdom to examine the effect of shared partisanship and overlapping demographic markers on presumed ideological similarity. Results suggest that in all three countries, shared group membership plays an important role in shaping second-order political beliefs, though the effect of socio?demographic similarity is only robust in the absence of a clear partisan affiliation.<br><br>© Informa UK Limited, Taylor & Francis Group, CC BY-NC-ND
DOI: 10.17028/rd.lboro.29900150.v1
title: Supplementary files for "How we think about the political stances of others: evidence on projection from Canada, Germany, and the UK"

description: Supplementary files for article "How we think about the political stances of others: evidence on projection from Canada, Germany, and the UK"<br><br>What leads people to assume that others are more or less similar to them ideologically? To answer this question, this article uses original data from three multi?party democracies to analyse respondents’ assumptions about the ideological proximity of hypothetical voters. In doing so, it focusses on an underexamined psychological mechanism in political science research – projection onto in-group members – with the aim of extending our understanding of the factors shaping second-order political beliefs. The article empirically assesses the impact of this mechanism, using an original survey experiment fielded in Canada, Germany, and the United Kingdom to examine the effect of shared partisanship and overlapping demographic markers on presumed ideological similarity. Results suggest that in all three countries, shared group membership plays an important role in shaping second-order political beliefs, though the effect of socio?demographic similarity is only robust in the absence of a clear partisan affiliation.<br><br>© Informa UK Limited, Taylor & Francis Group, CC BY-NC-ND
DOI: 10.5281/zenodo.17074376
title: Battery Imaging Library: Operando X-ray micro-CT - Alkaline Zn/MnO2: Dataset 11 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 11

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167504
title: Battery Imaging Library: Operando X-ray micro-CT - Alkaline Zn/MnO2: Dataset 11 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 11

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17074368
title: Battery Imaging Library: Operando X-ray micro-CT - Alkaline Zn/MnO2: Dataset 10 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 10

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17074367
title: Battery Imaging Library: Operando X-ray micro-CT - Alkaline Zn/MnO2: Dataset 10 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 10

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167503
title: Battery Imaging Library: Operando X-ray micro-CT - Alkaline Zn/MnO2: Dataset 10 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 10

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108316
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 16 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 16

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108315
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 16 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 16

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167500
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 16 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 16

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17107727
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 3 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 3

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17107726
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 3 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 3

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167499
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 3 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 3

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108904
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 38 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 38

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108903
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 38 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 38

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167498
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 38 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 38

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109478
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (1.5 ms, 18.4 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (1.5 ms exposure time per frame, 18.4 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109477
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (1.5 ms, 18.4 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (1.5 ms exposure time per frame, 18.4 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167497
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (1.5 ms, 18.4 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (1.5 ms exposure time per frame, 18.4 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109488
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (6 ms, 7.9 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (6 ms exposure time per frame, 7.9 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109487
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (6 ms, 7.9 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (6 ms exposure time per frame, 7.9 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167496
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (6 ms, 7.9 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (6 ms exposure time per frame, 7.9 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109497
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (25 ms, 3.2 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (25 ms exposure time per frame, 3.24 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109496
title: Battery Imaging Library: Synchrotron X-ray micro-CT - AAAA Alkaline Zn/MnO2 (Energizer E96) charged (25 ms, 3.2 um)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source of AAAA Alkaline Zn/MnO2 (Energizer E96) pristine battery (25 ms exposure time per frame, 3.24 um pixel size).

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.