Age And Gender Classification

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 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.

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

6 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

16 shown of 16 papers with code (34 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.
• 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…
• Compacting, Picking and Growing for Unforgetting Continual Learning
  15 Oct 2019 2 repositories listed Syntology ran 2 of 4 samples · 2 unverified
  First, it can avoid forgetting (i.
• Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning
  10 Jun 2019 2 repositories listed
  Simultaneously running multiple modules is a key requirement for a smart multimedia system for facial applications including face recognition, facial expression understanding, and gender identification.
• Age and Gender Classification using Convolutional Neural Networks
  26 Oct 2015 2 repositories listed
  Automatic age and gender classification has become relevant to an increasing amount of applications, particularly since the rise of social platforms and social media.
• BN-AuthProf: Benchmarking Machine Learning for Bangla Author Profiling on Social Media Texts
  3 Dec 2024 1 repository listed
  This paper focuses on author profiling in the Bangla language, aiming to extract valuable insights about anonymous authors based on their writing style on social media.
• 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.
• Moving Window Regression: A Novel Approach to Ordinal Regression
  24 Mar 2022 1 repository listed Syntology ran 0 of 7 samples · 7 unverified
  A novel ordinal regression algorithm, called moving window regression (MWR), is proposed in this paper.
• Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling
  26 Sep 2021 1 repository listed
  The characterisation of the brain as a functional network in which the connections between brain regions are represented by correlation values across time series has been very popular in the last years.
• Generalizing MLPs With Dropouts, Batch Normalization, and Skip Connections
  18 Aug 2021 1 repository listed
  A multilayer perceptron (MLP) is typically made of multiple fully connected layers with nonlinear activation functions.
• Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics
  8 Jun 2021 1 repository listed
  With the recent expanding attention of machine learning researchers and practitioners to fairness, there is a void of a common framework to analyze and compare the capabilities of proposed models in deep representation…
• Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression
  25 Mar 2021 1 repository listed Syntology ran 8 of 8 samples · 0 unverified · 8 pointer-only (licence)
  An ordinal distribution constraint is proposed to exploit the ordinal nature of regression.
• Multimodal Age and Gender Classification Using Ear and Profile Face Images
  23 Jul 2019 1 repository listed
  Experimental results indicated that profile face images contain a rich source of information for age and gender classification.
• Joint Estimation of Age and Gender from Unconstrained Face Images using Lightweight Multi-task CNN for Mobile Applications
  6 Jun 2018 1 repository listed
  Automatic age and gender classification based on unconstrained images has become essential techniques on mobile devices.
• A Fusion-based Gender Recognition Method Using Facial Images
  17 Nov 2017 1 repository listed
  This paper proposes a fusion-based gender recognition method which uses facial images as input.
• Quantifying Facial Age by Posterior of Age Comparisons
  31 Aug 2017 1 repository listed
  We introduce a novel approach for annotating large quantity of in-the-wild facial images with high-quality posterior age distribution as labels.

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.