cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17109134
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 49 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 49

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.17109123
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 48 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 48

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.17109122
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 48 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 48

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.17109101
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 47 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 47

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.17109102
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 47 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 47

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.17109088
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 46 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 46

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.17109089
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 46 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 46

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.17109072
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 45 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 45

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.17109073
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 45 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 45

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.17109067
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 44 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 44

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.17109068
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 44 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 44

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.17109048
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 43 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 43

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.17109049
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 43 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 43

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.17781191
title: Multi-Year Urban Streetlight Image Collection for Visual Monitoring and Drift Analysis (Part 1/2)

description: This record contains a multi-year streetlight imagery dataset collected by 18 of the 22 fixed-angle Raspberry Pi Camera Module V1 nodes deployed on public lampposts across Bristol, UK, covering a ~7.2 km corridor (Coldharbour Lane, Filton Road, the A4174 ring road, and the UWE Frenchay campus). Each upward-facing camera captured approximately one JPEG image per hour (with a randomized delay up to 600 s) from 2021–2025, yielding 526,096 images under diverse day/night, seasonal, and weather conditions.

The 18 nodes included in this record are:

RSE-6-C, RSE-16-C, RSE-19-C, RSE-21-C, RSE-22-C, RSE-24-C, RSE-25-C,RSE-34-C, RSE-44-C, RSE-A-7-C, RSE-A-10-C, RSE-A-11-C, RSE-A-15-C,RSS-12-C, RSS-15-C, RSS-47-C, RSS-58-C, RSS-A-2-C.

Each node’s data is provided as an independent ZIP archive (e.g., RSE-16-C.zip) that can be downloaded and extracted separately.

A central metadata file, streetcare-drift-dataset-2021-2025.csv, is included and contains metadata for all 22 nodes, including:





unique image identifier (image_name, a stable 32-character hash)




serial (node ID), timestamp, hostname, GPS (lat, lon)




time_tag (e.g., 2023-Q1), daynight label




fault_detected and confidence




mean RGB statistics




two drift metrics derived from a CNN-VAE model:





relative_centroid_drift (normalized latent distance to the Q1 baseline)




relative_recon_error (normalized reconstruction error vs. baseline)





Dataset totals: 270,267 daytime images and 255,829 nighttime images, comprising 258,527 “Type-0” clear-view images and 267,569 “Type-1” occluded/challenging images across all nodes.

This dataset supports research in visual drift detection, anomaly/on–off monitoring, weather inference, unsupervised representation learning, and MLOps retraining policy design. All data are provided in standard JPEG/CSV formats for easy inspection and scripting.

The remaining 4 nodes (RSS-59-C, RSS-8-C, RSS-A-13-C, RSS-A-33-C) are hosted in a companion record:https://doi.org/10.5281/zenodo.17859120
DOI: 10.5281/zenodo.17781192
title: Multi-Year Urban Streetlight Image Collection for Visual Monitoring and Drift Analysis (Part 1/2)

description: This record contains a multi-year streetlight imagery dataset collected by 18 of the 22 fixed-angle Raspberry Pi Camera Module V1 nodes deployed on public lampposts across Bristol, UK, covering a ~7.2 km corridor (Coldharbour Lane, Filton Road, the A4174 ring road, and the UWE Frenchay campus). Each upward-facing camera captured approximately one JPEG image per hour (with a randomized delay up to 600 s) from 2021–2025, yielding 526,096 images under diverse day/night, seasonal, and weather conditions.

The 18 nodes included in this record are:

RSE-6-C, RSE-16-C, RSE-19-C, RSE-21-C, RSE-22-C, RSE-24-C, RSE-25-C,RSE-34-C, RSE-44-C, RSE-A-7-C, RSE-A-10-C, RSE-A-11-C, RSE-A-15-C,RSS-12-C, RSS-15-C, RSS-47-C, RSS-58-C, RSS-A-2-C.

Each node’s data is provided as an independent ZIP archive (e.g., RSE-16-C.zip) that can be downloaded and extracted separately.

A central metadata file, streetcare-drift-dataset-2021-2025.csv, is included and contains metadata for all 22 nodes, including:





unique image identifier (image_name, a stable 32-character hash)




serial (node ID), timestamp, hostname, GPS (lat, lon)




time_tag (e.g., 2023-Q1), daynight label




fault_detected and confidence




mean RGB statistics




two drift metrics derived from a CNN-VAE model:





relative_centroid_drift (normalized latent distance to the Q1 baseline)




relative_recon_error (normalized reconstruction error vs. baseline)





Dataset totals: 270,267 daytime images and 255,829 nighttime images, comprising 258,527 “Type-0” clear-view images and 267,569 “Type-1” occluded/challenging images across all nodes.

This dataset supports research in visual drift detection, anomaly/on–off monitoring, weather inference, unsupervised representation learning, and MLOps retraining policy design. All data are provided in standard JPEG/CSV formats for easy inspection and scripting.

The remaining 4 nodes (RSS-59-C, RSS-8-C, RSS-A-13-C, RSS-A-33-C) are hosted in a companion record:https://doi.org/10.5281/zenodo.17859120
DOI: 10.5281/zenodo.17109008
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 42 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 42

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.17109007
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 42 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 42

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.17108959
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 41 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 41

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.17108960
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 41 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 41

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.17108939
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 40 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 40

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.17108940
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 40 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 40

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.17108921
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 39 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 39

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.17108922
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 39 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 39

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.17108889
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 37 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 37

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.17108888
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 37 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 37

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.17108818
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 36 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 36

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.17108819
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 36 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 36

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.17859119
title: Multi-Year Urban Streetlight Image Collection for Visual Monitoring and Drift Analysis (Part 2/2)

description: This record provides the remaining 4 streetlight nodes from the multi-year Bristol streetlight imagery dataset collected between 2021 and 2025. These nodes complement the 18-node collection published in the companion record (https://doi.org/10.5281/zenodo.17781192), together covering all 22 fixed-angle Raspberry Pi Camera Module V1 nodes deployed along a ~7.2 km urban corridor across Bristol, UK. Each upward-facing camera captured one JPEG image approximately every hour (with a randomized delay up to 600 s), producing a diverse set of day/night imagery under varying weather and seasonal conditions.

The 4 nodes included in this record are:

RSS-59-C, RSS-8-C, RSS-A-13-C, RSS-A-33-C.

Each node is provided as an independent ZIP archive that can be downloaded and extracted separately. These archives contain JPEG images named using unique 32-character alphanumeric identifiers generated at capture time to act as persistent file references.

A central metadata file (streetcare-drift-dataset-2021-2025.csv) is included in the companion record and contains metadata for all 22 nodes, including timestamps, node identifiers, GPS coordinates, day/night labels, mean RGB statistics, automated fault detection results, and two visual drift metrics derived from a CNN-VAE latent-space model.

This 4-node subset completes the full 22-node dataset and is intended to support research in visual drift detection, anomaly monitoring, environmental inference, unsupervised representation learning, and MLOps retraining policy evaluation. All data are provided in standard JPEG/ZIP formats for ease of inspection and scripting.

Note: The central metadata file (streetcare-drift-dataset-2021-2025.csv) is not duplicated here. It is hosted in the main record (Part 1: https://doi.org/10.5281/zenodo.17781192), which compiles metadata for all 22 nodes.