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

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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

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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
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/