reapxdev/zenodo-scraper huggingface dataset:
Batalha Efflorescence Dataset: Annotated Images for Automatic Detection on Limestone Heritage Surfaces
Authors: Bourgeois, Inês, Silva, Dener, Rodrigues, Hugo
Type: Photo
Published: 2026-07-20

<p class="PDq2pG_selectionAnchorContainer">The images in the <strong>Batalha Efflorescence Dataset</strong> were collected at the Monastery of Batalha, Portugal. The dataset comprises photographs of historic limestone surfaces, including areas affected by efflorescence, together with the corresponding annotations used for image segmentation.</p>
<p>Created from images acquired under real inspection conditions, the dataset serves as a benchmark for the automatic detection and segmentation of efflorescence in limestone heritage constructions. It can support conservation professionals and heritage managers in the objective, repeatable, and cost-effective assessment of surface deterioration.</p>
<p>Two pixel-level classes are represented: <strong>efflorescence</strong> and <strong>background</strong>. The images reflect the variability typically encountered in heritage inspections, including differences in surface texture, colour, lighting conditions, viewing distance, and extent of deterioration.</p>
<p>Researchers can use this dataset to train and evaluate image-segmentation algorithms, investigate the influence of training-dataset composition, explore transfer-learning approaches, and compare methods for automated deterioration mapping in architectural heritage.</p>
<p>The dataset supports the research presented in <a class="decorated-link" href="https://doi.org/10.1016/j.jobe.2026.116924" rel="noopener">“Image-Based Automatic Detection of Efflorescence on Limestone Heritage Constructions: Application to the Monastery of Batalha”</a>.</p>
Zalan gouleti CNC1782427 Paratype
Authors: Mikó, István
Type: Photo
Published: 2025-03-03

<p><em>Zalan gouleti</em>, CNC1782427, male, CANADA, Alberta, Writing on Stone Province Park, 8-16.VII.1990, M. Klassen, 49.1, -111.61, PT</p>
JC-1 Membrane Potential Images of Acomys, Mus, Rattus and Oryctolagus fibroblasts
Authors: Aryee, Ebenezer, Vekaria, Hemendra, J, Seifert, Ashley
Type: Photo
Published: 2026-07-16

<p>40X fluorescent images of cultured P2 primary ear pinna fibroblasts from Acomys, Mus, Rattus and Oryctolagus taken using a IX83 microscope (Olympus, Tokyo, Japan) with a DP80color camera on cellSens software (cellSens v1.12, Olympus Corporation. Images were taken at two emission wavelengths: 590 nm and 529nm. Pictures were taken of non-treated (ctrl), oligomycin (1.5uM) treated and FCCP (10mM) treated cells.</p>
Cara buka blokir bws mobile salah password 3 kali
Authors: Oganesyan, Oganes
Type: Photo
Published: 2026-07-17

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Cara buka Blokir bws mobile salah password 3 kali
Authors: REY-COYREHOURCQ, Sébastien
Type: Photo
Published: 2026-07-14
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