cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccv3zsp
title: CCDC 778403: Experimental Crystal Structure Determination

description: Related Article: E.V.Buravlev, I.Y.Chukicheva, K.Y.Suponitsky, Y.B.Vikharev, V.V.Grishko, A.V.Kutchin|2011|Lett.Org.Chem.|8|301|
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/ccv3ztq
title: CCDC 778404: Experimental Crystal Structure Determination

description: Related Article: E.V.Buravlev, I.Y.Chukicheva, K.Y.Suponitsky, Y.B.Vikharev, V.V.Grishko, A.V.Kutchin|2011|Lett.Org.Chem.|8|301|
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/ccry6c7
title: CCDC 713259: Experimental Crystal Structure Determination

description: Related Article: Yong-Feng Zhang, Yan-Yan Jia, Hai-Liang Nie, Xing-Juan Yan, Li Wang, Ru-Dan Huang|2010|Chem.Res.Chin.Univ.|26|683|
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/ccry6f9
title: CCDC 713261: Experimental Crystal Structure Determination

description: Related Article: Yong-Feng Zhang, Yan-Yan Jia, Hai-Liang Nie, Xing-Juan Yan, Li Wang, Ru-Dan Huang|2010|Chem.Res.Chin.Univ.|26|683|
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: 10.17632/gn5vwp29rs
title: PHYTOTHERAPY AND ANXIETY: A SYSTEMATIC REVIEW

description: Data from the selected studies
DOI: 10.5517/ccr0hks
title: CCDC 685675: Experimental Crystal Structure Determination

description: Related Article: A.M.Mahran|2008|Egypt.J.Phys.|51|539|
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/ccry6d8
title: CCDC 713260: Experimental Crystal Structure Determination

description: Related Article: Yong-Feng Zhang, Yan-Yan Jia, Hai-Liang Nie, Xing-Juan Yan, Li Wang, Ru-Dan Huang|2010|Chem.Res.Chin.Univ.|26|683|
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/ccsdch0
title: CCDC 726872: Experimental Crystal Structure Determination

description: Related Article: M.L.Glowka, M.Blaszczyk, A.Olczak, J.E.Kaminska, Z.J.Kaminski|2009|Pol.J.Chem.|83|2163|
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: 10.17632/gn5vwp29rs.1
title: PHYTOTHERAPY AND ANXIETY: A SYSTEMATIC REVIEW

description: Data from the selected studies
DOI: 10.5517/ccr6rrf
title: CCDC 691695: Experimental Crystal Structure Determination

description: Related Article: N.M.Alghezawi, S.F.Alshahateet, R.Bishop|2010|Jordan Journal of Chemistry|5|211|
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/cctvfgj
title: CCDC 770178: Experimental Crystal Structure Determination

description: Related Article: M.A.Al-Anber, B.Walfort, H.Lang|2010|Jordan Journal of Chemistry|5|231|
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/ccthh81
title: CCDC 759663: Experimental Crystal Structure Determination

description: Related Article: Lin An, Dong-mei Liu, Jin-xiang Wang, Chao-guo Yan|2010|Chem.Res.Chin.Univ.|26|933|
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: 10.17632/dvc97wxbcz
title: Measurement report: Six-year DOAS observations reveal post-2020 rebound of ship SO₂ emissions in Shanghai Port despite low-sulfur fuel regulations

description: Data used in the manuscript submitted to Atmospheric Chemistry and Physics with a title of " Measurement report: Six-year DOAS observations reveal post-2020 rebound of ship SO₂ emissions in Shanghai Port despite low-sulfur fuel regulations"
DOI: 10.5281/zenodo.17400552
title: A 3D INDOOR-OUTDOOR BENCHMARK DATASET FOR LoD3 BUILDING POINT CLOUD SEMANTIC SEGMENTATION

description: Deep learning (DL) algorithms require high quality training samples as well as accurate and thorough annotations to work effectively. Up until now a limited number of datasets are available to train DL techniques for semantic segmentation of 3D building point clouds, except a few ones focusing on specific categories of constructions (e.g., cultural heritage buildings). This paper presents a new 3D Indoor/Outdoor building dataset (BIO dataset), which is aimed to provide a highly accurate, detailed, and comprehensive dataset to be used for applications related to sematic classification of buildings based on point clouds and meshes. This benchmark dataset contains 100 building models generated from existing polygonal models and belonging to different categories. These include commercial buildings, residential houses, industrial and institutional buildings. Structural elements of buildings are annotated into 11 semantic categories, following standards from IFC and CityGML. To verify the applicability of the BIO dataset for the semantic segmentation task, it has been successfully tested by using one machine learning technique and four different DL algorithms.
DOI: 10.5281/zenodo.17400553
title: A 3D INDOOR-OUTDOOR BENCHMARK DATASET FOR LoD3 BUILDING POINT CLOUD SEMANTIC SEGMENTATION

description: Deep learning (DL) algorithms require high quality training samples as well as accurate and thorough annotations to work effectively. Up until now a limited number of datasets are available to train DL techniques for semantic segmentation of 3D building point clouds, except a few ones focusing on specific categories of constructions (e.g., cultural heritage buildings). This paper presents a new 3D Indoor/Outdoor building dataset (BIO dataset), which is aimed to provide a highly accurate, detailed, and comprehensive dataset to be used for applications related to sematic classification of buildings based on point clouds and meshes. This benchmark dataset contains 100 building models generated from existing polygonal models and belonging to different categories. These include commercial buildings, residential houses, industrial and institutional buildings. Structural elements of buildings are annotated into 11 semantic categories, following standards from IFC and CityGML. To verify the applicability of the BIO dataset for the semantic segmentation task, it has been successfully tested by using one machine learning technique and four different DL algorithms.
DOI: 10.5517/cct2w2t
title: CCDC 747536: Experimental Crystal Structure Determination

description: Related Article: Yun-shan Zhou, Dong-hua Xu, Li-juan Zhang|2010|Chem.Res.Chin.Univ.|26|866|
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/ccthh92
title: CCDC 759664: Experimental Crystal Structure Determination

description: Related Article: Lin An, Dong-mei Liu, Jin-xiang Wang, Chao-guo Yan|2010|Chem.Res.Chin.Univ.|26|933|
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/cc8rd3h
title: CCDC 260806: Experimental Crystal Structure Determination

description: Related Article: Ri-zhe Jin, Zheng Bian, Ya-bing He, Lian-xun Gao|2010|Chem.Res.Chin.Univ.|26|857|
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/cct2w3v
title: CCDC 747537: Experimental Crystal Structure Determination

description: Related Article: Yun-shan Zhou, Dong-hua Xu, Li-juan Zhang|2010|Chem.Res.Chin.Univ.|26|866|
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: 10.17632/dvc97wxbcz.2
title: Measurement report: Six-year DOAS observations reveal post-2020 rebound of ship SO₂ emissions in Shanghai Port despite low-sulfur fuel regulations

description: Data used in the manuscript submitted to Atmospheric Chemistry and Physics with a title of " Measurement report: Six-year DOAS observations reveal post-2020 rebound of ship SO₂ emissions in Shanghai Port despite low-sulfur fuel regulations"
DOI: 10.5517/ccshp0y
title: CCDC 730050: Experimental Crystal Structure Determination

description: Related Article: Hai-yan Zhao, Jing Li, Yong-heng Xing, Zhi-feng Pu, Feng-ying Bai, Mao-fa Ge, Shu-yun Niu|2010|Chem.Res.Chin.Univ.|26|687|
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/ccshp1z
title: CCDC 730051: Experimental Crystal Structure Determination

description: Related Article: Hai-yan Zhao, Jing Li, Yong-heng Xing, Zhi-feng Pu, Feng-ying Bai, Mao-fa Ge, Shu-yun Niu|2010|Chem.Res.Chin.Univ.|26|687|
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/cctw8b8
title: CCDC 770980: Experimental Crystal Structure Determination

description: Related Article: C.J.Adams, M.F.Haddow, M.Lusi, A.G.Orpen|2011|CrystEngComm|13|4324|
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/cctw8c9
title: CCDC 770981: Experimental Crystal Structure Determination

description: Related Article: C.J.Adams, M.F.Haddow, M.Lusi, A.G.Orpen|2011|CrystEngComm|13|4324|
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/ccr8h0h
title: CCDC 693346: Experimental Crystal Structure Determination

description: Related Article: Jing Sun, Dong-Mei Liu, Jin-xiang Wang, Cha-guo Yan|2010|Chem.Res.Chin.Univ.|26|572|
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/ccrkq44
title: CCDC 702216: Experimental Crystal Structure Determination

description: Related Article: Chongchen Wang, Peng Wang|2008|Chem.J.Internet|10|57|
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/ccr8h3l
title: CCDC 693349: Experimental Crystal Structure Determination

description: Related Article: Jing Sun, Dong-Mei Liu, Jin-xiang Wang, Cha-guo Yan|2010|Chem.Res.Chin.Univ.|26|572|
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/ccr8h5n
title: CCDC 693351: Experimental Crystal Structure Determination

description: Related Article: Jing Sun, Dong-Mei Liu, Jin-xiang Wang, Cha-guo Yan|2010|Chem.Res.Chin.Univ.|26|572|
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: 10.17632/cv6tvb5wck.1
title: Java Plum Leaf Dataset from Bangladesh

description: The Java Plum Leaf Dataset is a comprehensive collection of high-quality images of java plum leaf, systematically gathered from Amil Model Town in Ashulia, Savar, Dhaka, Bangladesh, between October 01, 2025, and October 20, 2025. The dataset consists of ten distinct classes: Abnormal, Anthracnose, Cutting, Dry, Healthy, Leaf_Blight, Leaf_Spot, Sooty_Mold, Ant_Affect and Powdery_Mildew which represent various stages of both diseased and healthy conditions in java plum leaf. The total dataset contains 2,940 images, with class-wise distribution as follows: Abnormal (320 images), Ant_Affect (335 images), Anthracnose (338 images), Cutting ( 356 images) ,Healthy Leaf (297 images), Dry Leaf (328 images), Leaf_Blight(336 images), Powdery_Mildew (316 images), Sooty_Mold (211 images) and Leaf Spot (106 images). The images were captured using the iphone 15 pro max smartphone in natural lighting conditions, ensuring high resolution and clarity. The original images were captured in jpg format at a resolution of 6048 × 8064 pixels, later resized to 480 × 640 pixels with a resolution of 72 dpi to standardize the dataset. Although the dataset does not include annotations, it serves as a valuable resource for researchers and machine learning practitioners focused on plant disease classification and early disease detection in java plum trees. This dataset is particularly relevant for applications in precision agriculture and automated plant pathology analysis, where understanding leaf conditions can play a critical role in improving crop health management strategies.
DOI: 10.5517/ccr8h6p
title: CCDC 693352: Experimental Crystal Structure Determination

description: Related Article: Jing Sun, Dong-Mei Liu, Jin-xiang Wang, Cha-guo Yan|2010|Chem.Res.Chin.Univ.|26|572|
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/cc9qqj7
title: CCDC 289959: Experimental Crystal Structure Determination

description: Related Article: A.Datta, N.Revaprasadu|2010|Turk.J.Chem.|34|277|
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/ccpzyzk
title: CCDC 655370: Experimental Crystal Structure Determination

description: Related Article: M.Lashanizadegan, S.Seraj|2010|Turk.J.Chem.|34|263|
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: 10.17632/3mysh75r8r
title: Code and data for segmentation of granular material images using synthetic data and deep learning

description: This SyntheticSoil project is a Unity-based pipeline designed to procedurally generate and annotate realistic granular soil images from granulometric data. It enables the simulation of soil samples based on real-world particle size distributions (PSDs), their segmentation via Unity Perception, and their conversion to standard annotation formats (COCO, Pascal VOC) for training deep learning models such as Mask R-CNN.

---

## 📁 Repository Structure

```
SyntheticSoilProject/
│
├── 0_AnnotationSyntheticSoil/ # Unity project to generate and annotate soil images (top + bottom views) — version A (original project used in the article)
├── 1_solo2coco/ # Converts Unity SOLO annotations to COCO format using pysolotools
├── 2_polygon_vers_rle/ # Converts polygon annotations (x,y) to COCO RLE format
├── 3_json2xml/ # Converts COCO JSON annotations to Pascal VOC (XML)
├── 4_GrainSegNet/ # GrainSegNet model (training & inference code, checkpoints, evaluation scripts)
├── 5_SyntheticSoil/ # Unity project to generate high-resolution images without annotation — *version B (alternate codebase used in article)
├── 6_Annexes/ # Additional examples, outputs and test files
│ ├── 0_AnnotationSyntheticSoil/ # Example scene's images
│ ├── 1_Example_of_solo_data/ # Example outputs from the annotation Unity project (images, masks, SOLO JSON)
│ ├── 2_Example_of_SyntheticSoil_Images/ Example RGB images and instance masks
│ ├── 3_Test_GrainSegNet/ Example test outputs and evaluation of GrainSegNet
│ ├── Real_granular_material.JPG Example real sample photograph
│ └── Some_granulo_desired.txt Example PSD text file with desired granulometry
├── 7_BuildSyntheticSoil/ Builder version containing the full set of particle models used by the author (pre-processed prefabs)
└── README.md
```
DOI: 10.5517/ccw63lr
title: CCDC 810234: Experimental Crystal Structure Determination

description: Related Article: S.Prasanna, K.R.Babu, M.Deepa, C.M.K.Nair|2011|Int.J.ChemTech.Res.|3|1421|
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/ccs0kv5
title: CCDC 715537: Experimental Crystal Structure Determination

description: Related Article: F.R.Charati, M.T.Maghsoodlou, S.M.Habibi-Khorassani, N.Hazeri, A.Ebrahimi, Z.Hossaini, P.Ebrahimi, N.Maleki, S.R.Adhamdoust, F.Vasheghani-Farahani, G.Marandi, A.Sobolev, M.Makha|2011|Comb.Chem.High Throughput Screen.|14|2|
description: Related Article: F.R.Charati, M.Moghimi, M.T.Maghsoodlou, S.M.Habibi-Khorassani, Z.Hossaini, N.Maleki, B.W.Skelton, M.Makha|2011|Phosphorus,Sulfur,Silicon,Relat.Elem.|186|1428|doi:10.1080/10426507.2010.515951
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/ccvn790
title: CCDC 794012: Experimental Crystal Structure Determination

description: Related Article: A.D.Ruikar, M.M.Kulkarni, U.D.Phalgune, V.G.Puranik, N.R.Deshpande|2010|Orient.J.Chem.|26|705|
description: Related Article: A.D.Ruikar, M.M.Kulkarni, U.D.Phalgune, V.G.Puranik, N.R.Deshpande|2010|Orient.J.Chem.|26|143|
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.