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Ordinal Datasets

This repo contains several examples of tabular and image datasets that can be used for ordinal regression or classification problems.

Generated by: Tomé Albuquerque & Ricardo Cruz

Tabular

(A is the number of attributes)

Name Description Samples A URL
Abalone Predict the age of abalone from physical measurements 4177 8 https://archive.ics.uci.edu/dataset/1/abalone
Balance scale Balance scale weight 625 4 https://archive.ics.uci.edu/dataset/12/balance+scale
Car Car qualitative evaluation 1728 6 https://archive.ics.uci.edu/dataset/19/car+evaluation
Lenses fitting contact lenses 24 4 https://archive.ics.uci.edu/dataset/58/lenses
New thyroid Normal/hyper/hypo-thyroidism 7200 5 https://archive.ics.uci.edu/dataset/102/thyroid+disease
Student Performance Student Performance grades (0 - 20) 649 33 https://archive.ics.uci.edu/dataset/320/student+performance
Wine Quality wine quality (score between 0 and 10) 4898 10 https://archive.ics.uci.edu/dataset/186/wine+quality

Image

(K is the number of classes)

Name Description Samples K URL
AFAD Asian Face Age Dataset 160,000 57 https://github.com/John-niu-07/tarball
Adience Faces for gender and age classification 17,702 8 https://talhassner.github.io/home/projects/Adience/Adience-data.html
BACH Breast Cancer Histology images 400 4 https://zenodo.org/record/3632035
BUSI Breast Ultrasound Images Dataset 780 3 https://scholar.cu.edu.eg/?q=afahmy/pages/dataset
CARSDB Estimation of age of car model 13,473 80 https://pages.cs.wisc.edu/~yongjaelee/iccv2013.html
CBIS-DDSM Breast Cancer Image (Mammography) 2,620 3? https://www.kaggle.com/datasets/awsaf49/cbis-ddsm-breast-cancer-image-dataset
CSAW-M Masking of Breast Cancer Image (Mammography) 10,020 8 https://figshare.scilifelab.se/articles/dataset/CSAW-M_An_Ordinal_Classification_Dataset_for_Benchmarking_Mammographic_Masking_of_Cancer/14687271
DHCI Dating historical color images 1,325 5 http://graphics.cs.cmu.edu/projects/historicalColor/
FFB Ripeness Level in Oil Palm Fruit 4,728 5 https://data.mendeley.com/datasets/424y96m6sw/1
FGNET Age estimation 1,002 70 http://yanweifu.github.io/FG_NET_data/FGNET.zip
Finger Digit count showing fingers 21,600 6 https://www.kaggle.com/datasets/koryakinp/fingers
FocusPath Estimate focus level for whole-slide images 8,640 12 https://github.com/mahdihosseini/FoucsPath
HERLEV Pap Smear/ cytology images 917 7 http://mde-lab.aegean.gr/index.php/downloads
Hussain Liquid based cytology pap smear images 963 4 https://data.mendeley.com/datasets/zddtpgzv63/4
LIDC/IDRI* Lung cancer 244,527 5 https://www.cancerimagingarchive.net/collection/lidc-idri/
LNDb* Lung cancer 294 5 https://zenodo.org/records/8348419
Retinopathy Diabetic Retinopathy 53,569 5 https://www.kaggle.com/c/diabetic-retinopathy-detection/data
SIPaKMeD Pap Smear/ cytology images 4,049 5 https://www.cs.uoi.gr/~marina/sipakmed.html
UTKFace face dataset with long age span 20,000 117 https://susanqq.github.io/UTKFace/
  • not sure if complete ordinal (middle class may be undecided)