cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16728268
title: LFD Dataset ( fire dataset)

description: The LFD Dataset is a specialized collection for real-time fire detection in complex scenarios, designed to enhance model robustness for embedded systems. It comprises:





Public DFS Dataset: General fire/smoke scenes with diverse environmental conditions.




Novel Real-World Scenes (6,000 images): Curated to address critical challenges:





Blurred fire boundaries (e.g., strong lighting interference).




Smoke occlusion (dense smoke obscuring flames).




Small-scale fire targets (early-stage/distant fires).




Cluttered backgrounds (complex scenes with flame-like distractors).





Purpose





Train/evaluate fire detection models (e.g., YOLO-LF) under realistic, high-interference conditions.




Improve generalization for embedded firefighting devices (drones, surveillance systems).



Applications





Fire prevention systems




Real-time emergency response




Lightweight CNN development



Key Features





Size: 6000+ enriched images.




Diversity: Covers edge cases absent in existing datasets.




Benchmark Suitability: Used to validate state-of-the-art models .
DOI: 10.5517/ccdc.csd.cc214qdb
title: CCDC 1881371: Experimental Crystal Structure Determination

description: Related Article: Shasha Li,  Jinxia Zhang,  Hongjie Li,  Lifei Feng,  Peng Jiao|2019|J.Org.Chem.|84|9460|doi:10.1021/acs.joc.9b00875
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/ccdc.csd.cc214qfc
title: CCDC 1881372: Experimental Crystal Structure Determination

description: Related Article: Shasha Li,  Jinxia Zhang,  Hongjie Li,  Lifei Feng,  Peng Jiao|2019|J.Org.Chem.|84|9460|doi:10.1021/acs.joc.9b00875
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/ccdc.csd.cc214qgd
title: CCDC 1881373: Experimental Crystal Structure Determination

description: Related Article: Shasha Li,  Jinxia Zhang,  Hongjie Li,  Lifei Feng,  Peng Jiao|2019|J.Org.Chem.|84|9460|doi:10.1021/acs.joc.9b00875
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/ccdc.csd.cc214qhf
title: CCDC 1881374: Experimental Crystal Structure Determination

description: Related Article: Jinxia Zhang, Shasha Li, Xinxin Zheng, Hongjie Li, Peng Jiao|2019|Tetrahedron Lett.|60|1913|doi:10.1016/j.tetlet.2019.06.031
description: Related Article: Shasha Li,  Jinxia Zhang,  Hongjie Li,  Lifei Feng,  Peng Jiao|2019|J.Org.Chem.|84|9460|doi:10.1021/acs.joc.9b00875
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/ccdc.csd.cc214qkh
title: CCDC 1881376: Experimental Crystal Structure Determination

description: Related Article: Jinxia Zhang, Shasha Li, Xinxin Zheng, Hongjie Li, Peng Jiao|2019|Tetrahedron Lett.|60|1913|doi:10.1016/j.tetlet.2019.06.031
description: Related Article: Shasha Li,  Jinxia Zhang,  Hongjie Li,  Lifei Feng,  Peng Jiao|2019|J.Org.Chem.|84|9460|doi:10.1021/acs.joc.9b00875
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/ccdc.csd.cc214qlj
title: CCDC 1881377: Experimental Crystal Structure Determination

description: Related Article: Shasha Li,  Jinxia Zhang,  Hongjie Li,  Lifei Feng,  Peng Jiao|2019|J.Org.Chem.|84|9460|doi:10.1021/acs.joc.9b00875
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/ccdc.csd.cc208bqc
title: CCDC 1855062: Experimental Crystal Structure Determination

description: Related Article: Jing-Yuan Ge, Zhongyan Chen, Li Zhang, Xiao Liang, Jian Su, Mohamedally Kurmoo, Jing-Lin Zuo|2019|Angew.Chem.,Int.Ed.|58|8789|doi:10.1002/anie.201903281
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: 10.25505/fiz.icsd.cc214rzy
title: CSD 1881420: Experimental Crystal Structure Determination

description: Related Article: Qian Li, Qun Luo, Qin-Fen Gu|2017|J.Mater.Chem.A|5|3848|
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc214rxw
title: CSD 1881418: Experimental Crystal Structure Determination

description: Related Article: Mingjun Xia, Shipeng Shen, Jun Lu, Young Sun, Rukang Li|2018|Chem.-Eur.J.|24|3147|doi:10.1002/chem.201705669
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s11
title: CSD 1881422: Experimental Crystal Structure Determination

description: Related Article: Stefan Greiner, Thomas Schleid|2017|Z.Anorg.Allg.Chem.|643|1057|doi:10.1002/zaac.201700158
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s22
title: CSD 1881423: Experimental Crystal Structure Determination

description: Related Article: A. N. Sapozhnikov, E. V. Kaneva|2018|Crystallogr.Rep.|63|1099|doi:10.1134/S1063774518070210
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s33
title: CSD 1881424: Experimental Crystal Structure Determination

description: Related Article: Jamie W. Purcell, De-Liang Long, Edward C. Lee, Leroy Cronin, Haralampos N. Miras|2018|Dalton Trans.|47|6283|doi:10.1039/C8DT00832A
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s44
title: CSD 1881425: Experimental Crystal Structure Determination

description: Related Article: Sebastian Stein, Kai Heinz Schmolke, Theresa Block, Lukas Heletta, Rolf-Dieter Hoffmann, Rainer Poettgen|2017|Z.Anorg.Allg.Chem.|643|883|doi:10.1002/zaac.201700152
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s55
title: CSD 1881426: Experimental Crystal Structure Determination

description: Related Article: Sebastian Stein, Kai Heinz Schmolke, Theresa Block, Lukas Heletta, Rolf-Dieter Hoffmann, Rainer Poettgen|2017|Z.Anorg.Allg.Chem.|643|883|doi:10.1002/zaac.201700152
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s66
title: CSD 1881427: Experimental Crystal Structure Determination

description: Related Article: Sebastian Stein, Kai Heinz Schmolke, Theresa Block, Lukas Heletta, Rolf-Dieter Hoffmann, Rainer Poettgen|2017|Z.Anorg.Allg.Chem.|643|883|doi:10.1002/zaac.201700152
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s77
title: CSD 1881428: Experimental Crystal Structure Determination

description: Related Article: A. N. Sapozhnikov, E. V. Kaneva|2018|Crystallogr.Rep.|63|1099|doi:10.1134/S1063774518070210
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214s99
title: CSD 1881430: Experimental Crystal Structure Determination

description: Related Article: Sebastian Stein, Kai Heinz Schmolke, Theresa Block, Lukas Heletta, Rolf-Dieter Hoffmann, Rainer Poettgen|2017|Z.Anorg.Allg.Chem.|643|883|doi:10.1002/zaac.201700152
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214sbb
title: CSD 1881431: Experimental Crystal Structure Determination

description: Related Article: Jamie W. Purcell, De-Liang Long, Edward C. Lee, Leroy Cronin, Haralampos N. Miras|2018|Dalton Trans.|47|6283|doi:10.1039/C8DT00832A
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214skk
title: CSD 1881438: Experimental Crystal Structure Determination

description: Related Article: Olaf Reckeweg, Francis J. DiSalvo|2017|Z.Naturforsch.,B:Chem.Sci.|72|995|doi:10.1515/znb-2017-0147
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214smm
title: CSD 1881440: Experimental Crystal Structure Determination

description: Related Article: Tiffany M. Smith Pellizzeri, Colin D. McMillen, Steven Pellizzeri, Yimei Wen, Rachel B. Getman, George Chumanov, Joseph W. Kolis|2017|J.Solid State Chem.|255|225|doi:10.1016/j.jssc.2017.07.008
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214snn
title: CSD 1881441: Experimental Crystal Structure Determination

description: Related Article: Tiffany M. Smith Pellizzeri, Colin D. McMillen, Steven Pellizzeri, Yimei Wen, Rachel B. Getman, George Chumanov, Joseph W. Kolis|2017|J.Solid State Chem.|255|225|doi:10.1016/j.jssc.2017.07.008
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214spp
title: CSD 1881442: Experimental Crystal Structure Determination

description: Related Article: Niklas Cordes, Wolfgang Schnick|2017|Chem.-Eur.J.|23|11410|doi:10.1002/chem.201702231
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214sqq
title: CSD 1881443: Experimental Crystal Structure Determination

description: Related Article: Niklas Cordes, Wolfgang Schnick|2017|Chem.-Eur.J.|23|11410|doi:10.1002/chem.201702231
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc214srr
title: CSD 1881444: Experimental Crystal Structure Determination

description: Related Article: Dan Zhao, Fa-Xue Ma, Bao-Zhong Liu, Ming-Jie Ma, Pei-Gao Duan, Li-Na Zhang, Wei-Long Zhang|2018|J.Lumin.|195|134|doi:10.1016/j.jlumin.2017.10.016
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214sss
title: CSD 1881445: Experimental Crystal Structure Determination

description: Related Article: Niklas Cordes, Wolfgang Schnick|2017|Chem.-Eur.J.|23|11410|doi:10.1002/chem.201702231
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214stt
title: CSD 1881446: Experimental Crystal Structure Determination

description: Related Article: Niklas Cordes, Wolfgang Schnick|2017|Chem.-Eur.J.|23|11410|doi:10.1002/chem.201702231
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214svv
title: CSD 1881447: Experimental Crystal Structure Determination

description: Related Article: Niklas Cordes, Wolfgang Schnick|2017|Chem.-Eur.J.|23|11410|doi:10.1002/chem.201702231
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc214sww
title: CSD 1881448: Experimental Crystal Structure Determination

description: Related Article: Niklas Cordes, Wolfgang Schnick|2017|Chem.-Eur.J.|23|11410|doi:10.1002/chem.201702231
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1k2lw3
title: CCDC 1432475: Experimental Crystal Structure Determination

description: Related Article: Luka Đorđević, Tomas Marangoni, Mingjie Liu, Rita De Zorzi, Silvano Geremia, Andrea Minoia, Roberto Lazzaroni, Yasuhiro Ishida, Davide Bonifazi|2019|ChemPlusChem|84|1270|doi:10.1002/cplu.201800623
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: 10.25505/fiz.icsd.cc214sxx
title: CSD 1881449: Experimental Crystal Structure Determination

description: Related Article: Tiffany M. Smith Pellizzeri, Colin D. McMillen, Steven Pellizzeri, Yimei Wen, Rachel B. Getman, George Chumanov, Joseph W. Kolis|2017|J.Solid State Chem.|255|225|doi:10.1016/j.jssc.2017.07.008
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc214scc
title: CCDC 1881432: Experimental Crystal Structure Determination

description: Related Article: John E. A. Russell, Emily D. Entz, Ian M. Joyce, Sharon R. Neufeldt|2019|ACS Catalysis|9|3304|doi:10.1021/acscatal.9b00744
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: 10.25505/fiz.icsd.cc215rrr
title: CSD 1882374: Experimental Crystal Structure Determination

description: Related Article: Sergei I. Ivlev, Theresa Soltner, Antti J. Karttunen, Martin J. Muehlbauer, Andreas J. Kornath, Florian Kraus|2017|Z.Anorg.Allg.Chem.|643|1436|doi:10.1002/zaac.201700228
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc215rss
title: CSD 1882375: Experimental Crystal Structure Determination

description: Related Article: Martin Zábranský,  Zdeněk Leitner,  Petr Štěpnička|2018|Z.Kristallogr.-New Cryst.Struct.|233|295|doi:10.1515/ncrs-2017-0294
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc215rtt
title: CSD 1882376: Experimental Crystal Structure Determination

description: Related Article: Martin Zábranský,  Zdeněk Leitner,  Petr Štěpnička|2018|Z.Kristallogr.-New Cryst.Struct.|233|295|doi:10.1515/ncrs-2017-0294
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.