cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6075/j01r6qt2
title: CIL:55996, Homo sapiens. In Cell Image Library

description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 05_F_CA_F -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
DOI: 10.6075/j0sb4601
title: CIL:55553, Homo sapiens. In Cell Image Library

description: Scan 14_D_EP_C -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j0891637
title: CIL:55825, Homo sapiens. In Cell Image Library

description: Scan 01_I_RE_A -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j0kw5g9d
title: CIL:56040, Homo sapiens. In Cell Image Library

description: Scan 07_D_EP_B -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
DOI: 10.6075/j0hm58qx
title: CIL:55566, Homo sapiens. In Cell Image Library

description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 14_G_CT_A -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
DOI: 10.6075/j0t153zx
title: CIL:56300, Homo sapiens. In Cell Image Library

description: Scan 21_A_DD_D -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j0ws8rz4
title: CIL:12404, Leishmania mexicana, parasite. In Cell Image Library

description: A murine macrophage phagocytosing a Leishmania parasite. Macrophages derived from the bone marrow of a C57/BL6 mouse were co-incubated in vitro with Leishmania mexicana (WHO strain MNYC/BZ/62/M379) stationary phase promastigotes for 30 min. The cells were then fixed with glutaraldehyde, dehydrated in ethanol, critical-point dried and sputter coated with gold. The image was captured on a JOEL JSM-6390 scanning electron microscope. Magnification 5000.
description: Preparation: glutaraldehyde fixed tissue; critical_point dried specimen
Relation to intact cell: whole mounted tissue
Item type: recorded image
Imaging mode: scanning electron microscopy (SEM)
Parameter imaged: elastic scattering of electrons
Source of contrast: differences in deposition of metal shadow
Visualization methods: shadowing and plating
Processing history: unprocessed raw data
Data qualification: Processed;spatialmeasurements
DOI: 10.6075/j0tb15s3
title: CIL:27835. In Cell Image Library

description: One of the principal challenges in counting or segmenting nuclei is dealing with clustered nuclei. To help assess algorithms' performance in this regard, this synthetic image set consists of five subsets with increasing degree of clustering. Five subsets of 20 images each are provided. Each image contains 300 objects, but the objects overlap and cluster with overlap probability ranging from 0.0 to 0.6, and can be found with CIL 27833, 27853, 28754, 28734, and 28714, respectively. This image set has 0.0 probability overlap. The images were generated with the SIMCEP (http://www.cs.tut.fi/sgn/csb/simcep/tool.html) simulating platform for fluorescent cell population images (Lehmussola et al., IEEE T. Med. Imaging, 2007 and Lehmussola et al., P. IEEE, 2008). Ground truth for foreground/background segmentation are available as binary images as the second image in the tiff image stack. 
Recommended citation "We used the Synthetic 1 image set (Ruusuvuori et al., in Proc. of the 16th European Signal Processing Conference (EUSIPCO-2008), 2008), available from the Broad Bioimage Benchmark Collection (www.broad.mit.edu/bbbc)."
description: Preparation: first image computer simulation
Relation to intact cell: dispersed cells in vitro
Item type: portrayed image; computational methods
Imaging mode: fluorescence microscopy
Processing history: second image segmentation of simulated image
DOI: 10.5281/zenodo.17490635
title: Spatial Patterns of Sandy Beaches in China and Risk Analysis of Human Infrastructure Squeeze Based on Multi-Source Data and Ensemble Learning

description: Sandy beaches provide essential ecological and economic services, but their functions are increasingly threatened by human activities. Analyzing the spatial distribution of China's sandy beaches and the impacts of human activities offers valuable insights for coastal resource management and ecological protection. However, remote sensing technologies face challenges such as limited data sources and tidal influences, which affect recognition accuracy. Therefore, integrating multi-source remote sensing data and reducing the impact of tidal fluctuations to improve recognition accuracy remains a key challenge. This study proposes an innovative approach utilizing multi-source data and an ensemble learning model to identify sandy beaches in China (2016–2024). By integrating Sentinel-1/2 satellite data, terrain data, and nighttime light data, along with spectral, index, terrain, texture, and polarization features, sandy beaches were identified across multiple years, and the results were consolidated into a single-year dataset to analyze spatial patterns and risks from human infrastructure squeeze. (1) High-precision classification identified 3347 sandy beaches in China, covering a total area of 320.50 km². Guangdong had the largest number, area, and perimeter, while Hebei had the widest sandy beaches. (2) In Fujian, Guangdong, and Taiwan, the identified sandy beaches covered 180.05 km², with perimeters of 5610.26 km and widths of 54.91 m, 38.92 m, and 57.17 m, respectively. These results were significantly better than those from published datasets. (3) From 1990 to 2024, the area at risk from human infrastructure squeeze increased from 134.39 km² to 181.42 km², a rise of 47.03 km², with the most significant increase occurring between 1995 and 2000. Guangdong and Fujian showed growth rates of 0.38 km²/year and 0.32 km²/year, respectively. This study provides an up-to-date dataset on China's sandy beaches. It assesses their spatial patterns and human impact risks, contributing to research and policy for the sustainable development of coastal zones.
DOI: 10.6075/j0jw8d3q
title: CIL:140. In Cell Image Library

description: Preparation: in vitro assembly
Item type: charge coupled device (CCD)
Imaging mode: differential interference contrast microscopy; fluorescence microscopy
Parameter imaged: fluorescence emission; optical path length gradient
Source of contrast: differences in amount of elastic light scattering; distribution of a specific protein
Visualization methods: visualization of contiguous regions; EYFP
Processing history: montage
Data qualification: Processed
description: Images illustrate the ring-like localization of the bacterial tubulin analog FtsZ in artificial liposomes. Shown is a DIC micrograph of a synthetic liposome in which the addition of FtsZ has created constrictions (arrows) known as Z rings that mimic its proposed role in bacterial division. The lower fluorescence micrograph reveals the concentration of FtsZ in the constrictions. 
 See Fig 4 in Osawa et al. 2008 Science 320:792-794.
DOI: 10.6075/j00z73km
title: CIL:56380, Homo sapiens. In Cell Image Library

description: Scan 22_E_EP_F -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
DOI: 10.6075/j0s182s3
title: CIL:55923, Homo sapiens. In Cell Image Library

description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 04_B_ST_C -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
DOI: 10.6075/j0xs5vpz
title: CIL:56306, Homo sapiens. In Cell Image Library

description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 21_B_ST_D -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
DOI: 10.6075/j0mg7pq6
title: CIL:55526, Homo sapiens. In Cell Image Library

description: Scan 13_G_CT_F -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j0n29x69
title: CIL:56007, Homo sapiens. In Cell Image Library

description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 05_H_CD_E -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
DOI: 10.6075/j07d2vd7
title: CIL:55946, Homo sapiens. In Cell Image Library

description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Scan 04_F_CE_B -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j0h995hd
title: CIL:55908, Homo sapiens. In Cell Image Library

description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Scan 03_I_CT_F -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j0sn098f
title: CIL:55988, Homo sapiens. In Cell Image Library

description: Scan 05_E_CE_D -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
DOI: 10.6075/j08k79f0
title: CIL:56272, Homo sapiens. In Cell Image Library

description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 20_E_TI_F -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
DOI: 10.6075/j03x86vd
title: CIL:55487, Homo sapiens. In Cell Image Library

description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 13_A_DD_C -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.
DOI: 10.6075/j0w37wm1
title: CIL:55829, Homo sapiens. In Cell Image Library

description: Imaging mode: Static digital pathology tissue scans
Visualization methods: Hematoxylin and eosin
description: Scan 01_I_RE_E -- The dataset consists of 951 tissue section scans taken from 167 H&E-stained whole slides from 18 pediatric inflammatory bowel disease (IBD) patients. Slide section scans are provided as-is without any initial image pre-processing, normalization, or cropping. Labels are provided at the patient, slide (anatomic site), and section (tissue slice) levels. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified as normal or abnormal by pathologist. Files may be viewed and annotated using standard, opensource slide-viewing software, such as Aperio ImageScope, OpenSlide​​, TiffSlide, and QuPath​​.
description: Scans of H&E-stained histology slides of biopsied tissue from endoscopy. Captured with MikroScan SL5 in SVS TIFF format with .tif file extension.