Gender Classification

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

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

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 32 papers with code (150 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.

• Real-time Convolutional Neural Networks for Emotion and Gender Classification
  20 Oct 2017 18 repositories listed Syntology ran 1 of 17 samples · 16 unverified
  In this paper we propose an implement a general convolutional neural network (CNN) building framework for designing real-time CNNs.
• YARE-GAN: Yet Another Resting State EEG-GAN
  4 Mar 2025 2 repositories listed
  In this study, we implement a Wasserstein GAN with Gradient Penalty (WGAN-GP) to generate multi-channel resting-state EEG data and assess the quality of the synthesized signals through both visual and feature-based…
• Representation Learning with Statistical Independence to Mitigate Bias
  8 Oct 2019 2 repositories listed
  Presence of bias (in datasets or tasks) is inarguably one of the most critical challenges in machine learning applications that has alluded to pivotal debates in recent years.
• 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.
• VANPY: Voice Analysis Framework
  17 Feb 2025 1 repository listed
  To this end, we developed the VANPY (Voice Analysis in Python) framework for automated pre-processing, feature extraction, and classification of voice data.
• Graph Contrastive Learning for Connectome Classification
  7 Feb 2025 1 repository listed
  With recent advancements in non-invasive techniques for measuring brain activity, such as magnetic resonance imaging (MRI), the study of structural and functional brain networks through graph signal processing (GSP) has…
• OSUM: Advancing Open Speech Understanding Models with Limited Resources in Academia
  23 Jan 2025 1 repository listed
  Large Language Models (LLMs) have made significant progress in various downstream tasks, inspiring the development of Speech Understanding Language Models (SULMs) to enable comprehensive speech-based interactions.
• 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.
• GECOBench: A Gender-Controlled Text Dataset and Benchmark for Quantifying Biases in Explanations
  17 Jun 2024 1 repository listed
  This gives rise to ground-truth 'world explanations' for gender classification tasks, enabling the objective evaluation of the correctness of XAI methods.
• IdentiFace : A VGG Based Multimodal Facial Biometric System
  2 Jan 2024 1 repository listed
  In this paper, we introduce "IdentiFace" which is a multimodal facial biometric system that combines the core of facial recognition with some of the most important soft biometric traits such as gender, face shape, and…
• Deep learning applied to EEG data with different montages using spatial attention
  16 Oct 2023 1 repository listed
  Here, we explore using spatial attention applied to EEG electrode coordinates to perform channel harmonization of raw EEG data, allowing us to train deep learning on EEG data using different montages.
• Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color
  10 Sep 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  While effective, the Fitzpatrick scale only focuses on the skin tone ranging from light to dark.
• Data quality dimensions for fair AI
  11 May 2023 1 repository listed
  Artificial Intelligence (AI) systems are not intrinsically neutral and biases trickle in any type of technological tool.
• Pretraining ECG Data with Adversarial Masking Improves Model Generalizability for Data-Scarce Tasks
  15 Nov 2022 1 repository listed
  Medical datasets often face the problem of data scarcity, as ground truth labels must be generated by medical professionals.
• Vocal Breath Sound Based Gender Classification
  11 Nov 2022 1 repository listed
  In this study, we explore the use of data-driven and knowledge-based features from vocal breath sounds as well as the classifier complexity for gender classification.
• Analyzing Gender Representation in Multilingual Models
  20 Apr 2022 1 repository listed
  Multilingual language models were shown to allow for nontrivial transfer across scripts and languages.
• A Deep Learning Framework to Reconstruct Face under Mask
  23 Mar 2022 1 repository listed
  This problem is complex because (i) it is difficult to determine the gender of an image hidden behind a mask, which causes the network to become confused and reconstruct the male face as a female or vice versa; (ii) we…
• Aligning Eyes between Humans and Deep Neural Network through Interactive Attention Alignment
  6 Feb 2022 1 repository listed
  We propose a novel framework of Interactive Attention Alignment (IAA) that aims at realizing human-steerable Deep Neural Networks (DNNs).
• 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.
• The FaCells. An Exploratory Study about LSTM Layers on Face Sketches Classifiers
  22 Feb 2021 1 repository listed
  With this trick, the model detects an attribute in a drawing and also recognizes the points linked to it.
• Deep Learning Analysis and Age Prediction from Shoeprints
  7 Nov 2020 1 repository listed
  We collected 100, 000 shoeprints of subjects ranging from 7 to 80 years old and used the data to develop a deep learning end-to-end model ShoeNet to analyze age-related patterns and predict age.
• Adversarial Brain Multiplex Prediction From a Single Network for High-Order Connectional Gender-Specific Brain Mapping
  24 Sep 2020 1 repository listed
  Differently, in this paper, we tap into the nascent field of geometric-GANs (G-GAN) to design a deep multiplex prediction architecture comprising (i) a geometric source to target network translator mimicking a U-Net…
• Towards causal benchmarking of bias in face analysis algorithms
  13 Jul 2020 1 repository listed
  To address this problem we develop an experimental method for measuring algorithmic bias of face analysis algorithms, which manipulates directly the attributes of interest, e.
• Arachne: Search Based Repair of Deep Neural Networks
  28 Dec 2019 1 repository listed
  The rapid and widespread adoption of Deep Neural Networks (DNNs) has called for ways to test their behaviour, and many testing approaches have successfully revealed misbehaviour of DNNs.
• 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.
• Differential Privacy Has Disparate Impact on Model Accuracy
  28 May 2019 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The cost of differential privacy is a reduction in the model's accuracy.
• Gender Classification from Iris Texture Images Using a New Set of Binary Statistical Image Features
  1 May 2019 1 repository listed
  This paper explores the use of a Binary Statistical Features (BSIF) algorithm for classifying gender from iris texture images captured with NIR sensors.
• 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.
• Protecting Sensory Data against Sensitive Inferences
  21 Feb 2018 1 repository listed Syntology ran 2 of 3 samples · 1 unverified
  Results show that the proposed framework maintains the usefulness of the transformed data for activity recognition, with an average loss of only around three percentage points, while reducing the possibility of gender…
• Semi-Adversarial Networks: Convolutional Autoencoders for Imparting Privacy to Face Images
  1 Dec 2017 1 repository listed
  In this paper, we design and evaluate a convolutional autoencoder that perturbs an input face image to impart privacy to a subject.

Syntology lines on 4 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.