cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/b33pf78h62
title: Facial Emotion Recognition Dataset for Children with Autism

description: The Facial Emotion Recognition Dataset for Children with Autism (FER-Autism) is a curated and augmented image collection developed to advance research in Autism Spectrum Disorder (ASD) detection and facial emotion recognition using computer vision and deep learning techniques.

The dataset contains 1,200 training images and 220 testing images, carefully selected to ensure diversity and representativeness across emotion categories. It is an enhanced and restructured version of an existing Autism Facial Recognition Dataset. Through systematic data augmentation and a balanced train/test split, this dataset provides a robust foundation for building accurate and generalizable models capable of identifying emotional patterns and ASD-related facial cues in children.

This dataset was developed under the supervision of Prof. Shimaa Elgamal, Lecturer of Neurology, Faculty of Medicine, Kafrelsheikh University (Google Scholar Profile
).

Data Augmentation

To enhance diversity and robustness, a comprehensive data augmentation pipeline was implemented using the Albumentations library. Each original image was augmented 10 times, introducing variations in geometry, color, brightness, and noise to simulate real-world conditions and reduce overfitting.

Key Augmentation Techniques:

Geometric: Horizontal flip and random rotation (±10°).

Color & Brightness: Hue, saturation, and value shifts; gamma contrast adjustment.

Noise & Quality: Gaussian blur and Gaussian noise.

Resizing & Cropping: Random cropping and resizing to 224×224 pixels.

These transformations strengthen the dataset’s capacity to train models that generalize well across different lighting, orientations, and environments.

Emotion Classes

The dataset includes six primary facial emotion categories representing a range of affective states in children:

Natural

Anger

Fear

Joy

Sadness

Surprise
additional help links
https://onlinelibrary.wiley.com/doi/10.1002/aur.70030?utm_source=chatgpt.com
https://arxiv.org/abs/2307.13706?utm_source=chatgpt.com
DOI: 10.15468/dl.3b3fnf
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Colombia",
 "DatasetKey is one of (Herbario Nacional Colombiano (COL), Tropicos Specimens Non-MO, Tropicos MO Specimen Data, Field Museum of Natural History (Botany) Seed Plant Collection, The New York Botanical Garden Herbarium (NY), Herbario Joaquín Antonio Uribe de Medellín (JAUM), Herbario Universidad de Antioquia (HUA), ICN - Universidad Nacional de Colombia, Herbario Universidad de Caldas - FAUC, University of South Florida Herbarium (USF), Herbario de la Universidad Industrial de Santander)",
 "GadmGid is one of (COL.28_2, COL.7_2, AGO.10_1, COL.15_2)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Epidendrum fimbriatum Kunth"
 ]
}

 The dataset includes 72 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071745-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcfc5u
title: Occurrence Download

description: A dataset containing 1678112090 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1678112090 records from 19302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026830-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc5jnnz
title: CCDC 164971: Experimental Crystal Structure Determination

description: Related Article: T.Ishii, R.Kanehama, N.Aizawa, M.Yamashita, H.Matsuzaka, K.Sugiura, H.Miyasaka, T.Kodama, K.Kikuchi, I.Ikemoto, H.Tanaka, K.Marumoto, S.Kuroda|2001|J.Chem.Soc.,Dalton Trans.||2975|doi:10.1039/b104514h
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/cc5jnp0
title: CCDC 164972: Experimental Crystal Structure Determination

description: Related Article: T.Ishii, R.Kanehama, N.Aizawa, M.Yamashita, H.Matsuzaka, K.Sugiura, H.Miyasaka, T.Kodama, K.Kikuchi, I.Ikemoto, H.Tanaka, K.Marumoto, S.Kuroda|2001|J.Chem.Soc.,Dalton Trans.||2975|doi:10.1039/b104514h
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/cc512lv
title: CCDC 149996: Experimental Crystal Structure Determination

description: Related Article: Wai-Yeung Wong, Fai-Lung Ting, Wai-Lim Lam|2001|J.Chem.Soc.,Dalton Trans.||2981|doi:10.1039/b104625j
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/cc5np4m
title: CCDC 168830: Experimental Crystal Structure Determination

description: Related Article: Wai-Yeung Wong, Fai-Lung Ting, Wai-Lim Lam|2001|J.Chem.Soc.,Dalton Trans.||2981|doi:10.1039/b104625j
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/cc5np5n
title: CCDC 168831: Experimental Crystal Structure Determination

description: Related Article: Wai-Yeung Wong, Fai-Lung Ting, Wai-Lim Lam|2001|J.Chem.Soc.,Dalton Trans.||2981|doi:10.1039/b104625j
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/cc5np6p
title: CCDC 168832: Experimental Crystal Structure Determination

description: Related Article: Wai-Yeung Wong, Fai-Lung Ting, Wai-Lim Lam|2001|J.Chem.Soc.,Dalton Trans.||2981|doi:10.1039/b104625j
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/cc5np7q
title: CCDC 168833: Experimental Crystal Structure Determination

description: Related Article: Wai-Yeung Wong, Fai-Lung Ting, Wai-Lim Lam|2001|J.Chem.Soc.,Dalton Trans.||2981|doi:10.1039/b104625j
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/cc5j3yq
title: CCDC 164453: Experimental Crystal Structure Determination

description: Related Article: C.Standfest-Hauser, C.Slugovc, K.Mereiter, R.Schmid, K.Kirchner, Li Xiao, W.Weissensteiner|2001|J.Chem.Soc.,Dalton Trans.||2989|doi:10.1039/b104128m
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/cc5np8r
title: CCDC 168834: Experimental Crystal Structure Determination

description: Related Article: Wai-Yeung Wong, Fai-Lung Ting, Wai-Lim Lam|2001|J.Chem.Soc.,Dalton Trans.||2981|doi:10.1039/b104625j
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/cc5j3xp
title: CCDC 164452: Experimental Crystal Structure Determination

description: Related Article: C.Standfest-Hauser, C.Slugovc, K.Mereiter, R.Schmid, K.Kirchner, Li Xiao, W.Weissensteiner|2001|J.Chem.Soc.,Dalton Trans.||2989|doi:10.1039/b104128m
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/cc5ngdn
title: CCDC 168621: Experimental Crystal Structure Determination

description: Related Article: M.S.Kovacs, P.Hein, S.Sattarzadeh, B.O.Patrick, T.J.Emge, C.Orvig|2001|J.Chem.Soc.,Dalton Trans.||3015|doi:10.1039/b104274m
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/cc5ngfp
title: CCDC 168622: Experimental Crystal Structure Determination

description: Related Article: M.S.Kovacs, P.Hein, S.Sattarzadeh, B.O.Patrick, T.J.Emge, C.Orvig|2001|J.Chem.Soc.,Dalton Trans.||3015|doi:10.1039/b104274m
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/cc5nggq
title: CCDC 168623: Experimental Crystal Structure Determination

description: Related Article: M.S.Kovacs, P.Hein, S.Sattarzadeh, B.O.Patrick, T.J.Emge, C.Orvig|2001|J.Chem.Soc.,Dalton Trans.||3015|doi:10.1039/b104274m
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/cc5nghr
title: CCDC 168624: Experimental Crystal Structure Determination

description: Related Article: M.S.Kovacs, P.Hein, S.Sattarzadeh, B.O.Patrick, T.J.Emge, C.Orvig|2001|J.Chem.Soc.,Dalton Trans.||3015|doi:10.1039/b104274m
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/cc5vy0y
title: CCDC 174840: Experimental Crystal Structure Determination

description: Related Article: D.E.Lynch|2001|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|57|1201|doi:10.1107/S0108270101011817
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/cc5sth7
title: CCDC 172809: Experimental Crystal Structure Determination

description: Related Article: W.E.van Zyl, J.M.Lopez-de-Luzuriaga, J.P.Fackler Junior, R.J.Staples|2001|Can.J.Chem.|79|896|doi:10.1139/cjc-79-5-6-896
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/cc5vy20
title: CCDC 174842: Experimental Crystal Structure Determination

description: Related Article: C.M.Zakaria, J.N.Low, J.M.S.Skakle, S.A.McWilliam, J.L.Wardell, C.Glidewell|2001|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|57|1207|doi:10.1107/S0108270101012185
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/cc5w2fj
title: CCDC 174977: Experimental Crystal Structure Determination

description: Related Article: A.Katrusiak|2001|Acta Crystallogr.,Sect.B:Struct.Sci.|57|697|doi:10.1107/S010876810101151X
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/cc5yjk5
title: CCDC 177337: Experimental Crystal Structure Determination

description: Related Article: Nicholas A. Barnes, Stephen M. Godfrey, Nicholas Ho, Charles A. McAuliffe, Robin G. Pritchard|2013|Polyhedron|55|67|doi:10.1016/j.poly.2013.02.066
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/cc5tzwt
title: CCDC 173937: Experimental Crystal Structure Determination

description: Related Article: F.A.Cotton, E.V.Dikarev, M.A.Petrukhina|2001|Inorg.Chem.|40|5716|doi:10.1021/ic010504d
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/cc5w2gk
title: CCDC 174978: Experimental Crystal Structure Determination

description: Related Article: A.Katrusiak|2001|Acta Crystallogr.,Sect.B:Struct.Sci.|57|697|doi:10.1107/S010876810101151X
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/cc5473m
title: CCDC 153019: Experimental Crystal Structure Determination

description: Related Article: M.Necas, M.R.St.J.Foreman, J.Marek, J.D.Woollins, J.Novosad|2001|New J.Chem.|25|1256|doi:10.1039/b103501k
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/cc5472l
title: CCDC 153018: Experimental Crystal Structure Determination

description: Related Article: M.Necas, M.R.St.J.Foreman, J.Marek, J.D.Woollins, J.Novosad|2001|New J.Chem.|25|1256|doi:10.1039/b103501k
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/cc549n7
title: CCDC 153098: Experimental Crystal Structure Determination

description: Related Article: H.Adams, J.-L.J.Blanco, G.Chessari, C.A.Hunter, C.M.R.Low, J.M.Sanderson, J.G.Vinter|2001|Chem.-Eur.J.|7|3494|doi:10.1002/1521-3765(20010817)7:16<3494::AID-CHEM3494>3.0.CO;2-2
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/cc52r10
title: CCDC 151591: Experimental Crystal Structure Determination

description: Related Article: O.Tsuge, T.Hatta, H.Tashiro, Y.Kakura, H.Maeda, A.Kakehi|2000|Tetrahedron|56|7723|doi:10.1016/S0040-4020(00)00688-8
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/cc5kq8p
title: CCDC 165982: Experimental Crystal Structure Determination

description: Related Article: Jin An, Zhi-Da Chen, Xi-Xiang Zhang, H.G.Raubenheimer, C.Esterhuysen, Song Gao, Guang-Xian Xu|2001|J.Chem.Soc.,Dalton Trans.||3352|doi:10.1039/b105258f
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/cc4fwxb
title: CCDC 132522: Experimental Crystal Structure Determination

description: Related Article: R.Sekiya, K.Kiyo-oka, T.Imakubo, K.Kobayashi|2000|J.Am.Chem.Soc.|122|10282|doi:10.1021/ja000788l
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/cc51jh6
title: CCDC 150427: Experimental Crystal Structure Determination

description: Related Article: S.M.Humayun Kabir, M.Iyoda|2000|Chem.Commun.||2329|doi:10.1039/b008102g
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/cc4jxh1
title: CCDC 135423: Experimental Crystal Structure Determination

description: Related Article: R.Sekiya, K.Kiyo-oka, T.Imakubo, K.Kobayashi|2000|J.Am.Chem.Soc.|122|10282|doi:10.1021/ja000788l
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/cc4fwyc
title: CCDC 132523: Experimental Crystal Structure Determination

description: Related Article: R.Sekiya, K.Kiyo-oka, T.Imakubo, K.Kobayashi|2000|J.Am.Chem.Soc.|122|10282|doi:10.1021/ja000788l
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/cc4fwzd
title: CCDC 132524: Experimental Crystal Structure Determination

description: Related Article: R.Sekiya, K.Kiyo-oka, T.Imakubo, K.Kobayashi|2000|J.Am.Chem.Soc.|122|10282|doi:10.1021/ja000788l
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/cc3d6k7
title: CCDC 101108: Experimental Crystal Structure Determination

description: Related Article: Zhaomin Hou, Yugen Zhang, H.Tezuka, Peng Xie, O.Tardif, T.Koizumi, H.Yamazaki, Y.Wakatsuki|2000|J.Am.Chem.Soc.|122|10533|doi:10.1021/ja002305j
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/cc3y3x1
title: CCDC 117363: Experimental Crystal Structure Determination

description: Related Article: Zhaomin Hou, Yugen Zhang, H.Tezuka, Peng Xie, O.Tardif, T.Koizumi, H.Yamazaki, Y.Wakatsuki|2000|J.Am.Chem.Soc.|122|10533|doi:10.1021/ja002305j
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.