Age Estimation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

16 leaderboard tables shown for this task, 16 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted. 10 shown of 16 until expanded.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

20 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 85 papers with code (254 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Rank consistent ordinal regression for neural networks with application to age estimation
  20 Jan 2019 4 repositories listed Syntology ran 1 of 4 samples · 3 unverified
  In many real-world prediction tasks, class labels include information about the relative ordering between labels, which is not captured by commonly-used loss functions such as multi-category cross-entropy.
• FaceXFormer: A Unified Transformer for Facial Analysis
  19 Mar 2024 2 repositories listed
  In this work, we introduce FaceXFormer, an end-to-end unified transformer model capable of performing nine facial analysis tasks including face parsing, landmark detection, head pose estimation, attribute prediction,…
• MiVOLO: Multi-input Transformer for Age and Gender Estimation
  10 Jul 2023 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Age and gender recognition in the wild is a highly challenging task: apart from the variability of conditions, pose complexities, and varying image quality, there are cases where the face is partially or completely…
• Learning-to-Rank Meets Language: Boosting Language-Driven Ordering Alignment for Ordinal Classification
  24 Jun 2023 2 repositories listed Syntology ran 9 of 23 samples · 14 unverified
  Consequently, we propose a cross-modal ordinal pairwise loss to refine the CLIP feature space, where texts and images maintain both semantic alignment and ordering alignment.
• TAA-GCN: A Temporally Aware Adaptive Graph Convolutional Network for Age Estimation
  15 May 2023 2 repositories listed
  This paper proposes a novel age estimation algorithm, the Temporally-Aware Adaptive Graph Convolutional Network (TAA-GCN).
• OTFPF: Optimal Transport-Based Feature Pyramid Fusion Network for Brain Age Estimation with 3D Overlapped ConvNeXt
  10 May 2022 2 repositories listed
  In this paper, we propose an end-to-end neural network architecture, referred to as optimal transport based feature pyramid fusion (OTFPF) network, for the brain age estimation with T1 MRIs.
• FP-Age: Leveraging Face Parsing Attention for Facial Age Estimation in the Wild
  21 Jun 2021 2 repositories listed
  To evaluate our method on in-the-wild data, we also introduce a new challenging large-scale benchmark called IMDB-Clean.
• Improved Brain Age Estimation with Slice-based Set Networks
  8 Feb 2021 2 repositories listed
  Deep Learning for neuroimaging data is a promising but challenging direction.
• PFA-GAN: Progressive Face Aging with Generative Adversarial Network
  7 Dec 2020 2 repositories listed
  Although impressive results have been achieved with conditional generative adversarial networks (cGANs), the existing cGANs-based methods typically use a single network to learn various aging effects between any two…
• Fair and accurate age prediction using distribution aware data curation and augmentation
  11 Sep 2020 2 repositories listed
  One of the main causes of unfair behavior in age prediction methods lies in the distribution and diversity of the training data.
• Facial age estimation by deep residual decision making
  28 Aug 2019 2 repositories listed
  Residual representation learning simplifies the optimization problem of learning complex functions and has been widely used by traditional convolutional neural networks.
• On the effect of age perception biases for real age regression
  20 Feb 2019 2 repositories listed
  Our model outperformed a state-of-the-art architecture proposed to separately address apparent and real age regression.
• Deep Regression Forests for Age Estimation
  19 Dec 2017 2 repositories listed
  Age estimation from facial images is typically cast as a nonlinear regression problem.
• Face Aging With Conditional Generative Adversarial Networks
  7 Feb 2017 2 repositories listed Syntology ran 7 of 17 samples · 10 unverified
  It has been recently shown that Generative Adversarial Networks (GANs) can produce synthetic images of exceptional visual fidelity.
• Deep Label Distribution Learning with Label Ambiguity
  6 Nov 2016 2 repositories listed
  However, it is difficult to collect sufficient training images with precise labels in some domains such as apparent age estimation, head pose estimation, multi-label classification and semantic segmentation.
• A Manually Annotated Image-Caption Dataset for Detecting Children in the Wild
  11 Jun 2025 1 repository listed
  Given the sheer amount of content that needs to be assessed, machine learning-based automation tools are commonly used to detect content depicting minors.
• FetalCLIP: A Visual-Language Foundation Model for Fetal Ultrasound Image Analysis
  20 Feb 2025 1 repository listed
  Foundation models are becoming increasingly effective in the medical domain, offering pre-trained models on large datasets that can be readily adapted for downstream tasks.
• Building Age Estimation: A New Multi-Modal Benchmark Dataset and Community Challenge
  19 Feb 2025 1 repository listed
  The evaluation results in this work show that the models to estimate the construction year of buildings are effective and can achieve good performance on this difficult important real-world task, even when inference is…
• iTARGET: Interpretable Tailored Age Regression for Grouped Epigenetic Traits
  4 Jan 2025 1 repository listed
  Accurately predicting chronological age from DNA methylation patterns is crucial for advancing biological age estimation.
• Ranking-aware adapter for text-driven image ordering with CLIP
  9 Dec 2024 1 repository listed
  Overall, our approach primarily focuses on ranking images with a single instruction, which provides a natural and generalized way of learning from visual differences across images, bypassing the need for extensive text…
• Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal Neuroimaging
  15 Nov 2024 1 repository listed
  Despite advances in deep learning for estimating brain age from structural MRI data, incorporating functional MRI data is challenging due to its complex structure and the noisy nature of functional connectivity…
• Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease
  29 Oct 2024 1 repository listed
  We observe difference between our dMRI-based brain age and T1w MRI-based brain age across stages of neurodegeneration, with dMRI-based brain age being older than T1w MRI-based brain age in participants transitioning…
• MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging
  9 Oct 2024 1 repository listed
  Furthermore, MedImageInsight achieves human expert performance in bone age estimation (on both public and partner data), as well as AUC above 0.
• Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization
  22 Jul 2024 1 repository listed
  Initially, a normalizing flow network is trained to capture the distribution characteristics of the source domain.
• Brain Age Estimation with a Greedy Dual-Stream Model for Limited Datasets
  5 Jul 2024 1 repository listed
  This paper proposes a novel slice-based dual-stream method called GDSM (Greedy Dual-Stream Model) for brain age estimation.
• SynthBA: Reliable Brain Age Estimation Across Multiple MRI Sequences and Resolutions
  1 Jun 2024 1 repository listed
  SynthBA holds the potential to facilitate the broader adoption of brain age prediction in clinical settings, where re-training or fine-tuning is often unfeasible.
• Faceptor: A Generalist Model for Face Perception
  14 Mar 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  This design enhances the unification of model structure while improving application efficiency in terms of storage overhead.
• Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation
  4 Mar 2024 1 repository listed
  Furthermore, we attempted various ways to fine-tune the ShareGPT4V model for this specific task, aiming to achieve state-of-the-art results in this particular challenge.
• A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
  1 Jan 2024 1 repository listed
  Comparing different age estimation methods poses a challenge due to the unreliability of published results stemming from inconsistencies in the benchmarking process.
• Multi-Task Faces (MTF) Data Set: A Legally and Ethically Compliant Collection of Face Images for Various Classification Tasks
  20 Nov 2023 1 repository listed
  To address these issues, we present the Multi-Task Faces (MTF) image data set, a meticulously curated collection of face images designed for various classification tasks, including face recognition, as well as race,…

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.