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MORPH

Introduced in MORPH: A Longitudinal Image Database of Normal Adult Age-Progression1 Jan 2006 archive 2025-07-28

MORPH is a facial age estimation dataset, which contains 55,134 facial images of 13,617 subjects ranging from 16 to 77 years old.

Source: Deep Ordinal Regression Forests Image Source: https://uncw.edu/oic/tech/morph.html

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 8 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Age Estimation MORPH album2 (Caucasian) MWR MAE 2.13 Moving Window Regression: A Novel Approach to Ordinal Regression nhshin-mcl/mwr 11 Compare
Age Estimation MORPH Album2 Hierarchical Attention-based Age Estimation (RS) MAE 1.13 Hierarchical Attention-based Age Estimation and Bias Estimation — 9 Compare
Age-Invariant Face Recognition MORPH Album2 AIM + CAFR Rank-1 Recognition Rate 99.65% Look Across Elapse: Disentangled Representation Learning... ZhaoJ9014/High_Performance_Face_Recognition 3 Compare
Face Recognition MORPH PIC - ArcFace FNMR [%] @ 10-3 FMR 0.05 PIC-Score: Probabilistic Interpretable Comparison Score... Faceplugin-ltd/FaceRecognition-Android +2 3 Compare
Few-shot Age Estimation MORPH Album2 OrdinalCLIP MAE 4.94 OrdinalCLIP: Learning Rank Prompts for Language-Guided... xk-huang/OrdinalCLIP 2 Compare
Age Estimation MORPH CMAAE-OR MAE 1.48 Facial Aging and Rejuvenation by Conditional... — 1 Compare
Facial Attribute Classification MORPH Neighbour Learning Accuracy (%) 96.41 Deep Generative Views to Mitigate Gender Classification... — 1 Compare
Fairness MORPH Neighbour Learning Degree of Bias (DoB) 6.26 Deep Generative Views to Mitigate Gender Classification... — 1 Compare

Papers archive 2025-07-28

22 shown of 22 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 180. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition 3 3 22 Nov 2022 not harvested
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups 0 2 17 Aug 2022 not harvested
MetaAge: Meta-Learning Personalized Age Estimators 1 2 12 Jul 2022 not harvested
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression 1 2 6 Jun 2022 not harvested
Moving Window Regression: A Novel Approach to Ordinal Regression 1 2 24 Mar 2022 ran 0 of 7 samples (7 unverified)
Learning to Prompt for Vision-Language Models 18 1 2 Sep 2021 ran 3 of 12 samples (9 unverified)
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression 1 1 25 Mar 2021 ran 8 of 8 samples (0 unverified; 8 pointer-only for licence)
Hierarchical Attention-based Age Estimation and Bias Estimation 0 2 17 Mar 2021 not harvested
Deep Repulsive Clustering of Ordered Data Based on Order-Identity Decomposition 0 1 1 Jan 2021 not harvested
Adaptive Variance Based Label Distribution Learning For Facial Age Estimation 0 1 1 Aug 2020 not harvested
Learning Expectation of Label Distribution for Facial Age and Attractiveness Estimation 1 1 3 Jul 2020 not harvested
Order Learning and Its Application to Age Estimation 1 1 1 May 2020 not harvested
BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation 0 1 6 Apr 2019 not harvested
Rank consistent ordinal regression for neural networks with application to age estimation 4 1 20 Jan 2019 ran 1 of 4 samples (3 unverified)
Orthogonal Deep Features Decomposition for Age-Invariant Face Recognition 0 1 17 Oct 2018 not harvested
Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face Recognition 1 2 2 Sep 2018 ran 0 of 6 samples (6 unverified)
Facial Aging and Rejuvenation by Conditional Multi-Adversarial Autoencoder with Ordinal Regression 0 1 8 Apr 2018 not harvested
Deep Regression Forests for Age Estimation 2 1 19 Dec 2017 not harvested
Quantifying Facial Age by Posterior of Age Comparisons 1 1 31 Aug 2017 not harvested
Label Distribution Learning Forests 0 1 20 Feb 2017 not harvested
Deep Label Distribution Learning with Label Ambiguity 2 2 6 Nov 2016 not harvested
Deep Expectation of Real and Apparent Age from a Single Image Without Facial Landmarks 0 1 10 Aug 2016 not harvested

Dataset loaders archive 2025-07-28

Kimocamp/MORPH

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Face RecognitionAge EstimationFairnessFacial Attribute ClassificationAge-Invariant Face RecognitionFew-shot Age Estimation

License archive 2025-07-28

Commercial

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • MORPH
  • MORPH Album2
  • MORPH album2 (Caucasian)

3 variant names, as the archive lists them.

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