Papers Age And Gender Classification
“Age And Gender Classification” 태그가 달린 논문 38편 · 필터 해제
How Well Do Self-Supervised Speech Models Encode Age and Gender in Children's Speech? A Layer-Wise Analysis Across Multiple Architectures
Self-supervised learning (SSL) models have become a central component of modern speech processing systems, as they enable the learning of rich acoustic representations without reliance on labeled data. Despite their succ…
Age And Gender ClassificationSelf-Supervised LearningCNN-Based Framework for Pedestrian Age and Gender Classification Using Far-View Surveillance in Mixed-Traffic Intersections
Pedestrian safety remains a pressing concern in congested urban intersections, particularly in low- and middle-income countries where traffic is multimodal, and infrastructure often lacks formal control. Demographic fact…
Age And Gender ClassificationComputational EfficiencyLayer-Wise Analysis of Self-Supervised Representations for Age and Gender Classification in Children's Speech
Children's speech presents challenges for age and gender classification due to high variability in pitch, articulation, and developmental traits. While self-supervised learning (SSL) models perform well on adult speech t…
Age And Gender ClassificationSelf-Supervised LearningDeep Learning-Based Age Estimation and Gender Deep Learning-Based Age Estimation and Gender Classification for Targeted Advertisement
This paper presents a novel deep learning-based approach for simultaneous age and gender classification from facial images, designed to enhance the effectiveness of targeted advertising campaigns. We propose a custom Con…
Age And Gender ClassificationData AugmentationAge EstimationBN-AuthProf: Benchmarking Machine Learning for Bangla Author Profiling on Social Media Texts
Author profiling, the analysis of texts to uncover attributes such as gender and age of the author, has become essential with the widespread use of social media platforms. This paper focuses on author profiling in the Ba…
Age And Gender ClassificationAge and Gender EstimationAge ClassificationAuthor Profiling+3A Hybrid Transformer-Sequencer approach for Age and Gender classification from in-wild facial images
The advancements in computer vision and image processing techniques have led to emergence of new application in the domain of visual surveillance, targeted advertisement, content-based searching, and human-computer inter…
Age And Gender ClassificationClassificationGender ClassificationBeyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation
Multimodal Large Language Models (MLLMs) have recently gained immense popularity. Powerful commercial models like ChatGPT-4V and Gemini, as well as open-source ones such as LLaVA, are essentially general-purpose models a…
Age And Gender ClassificationAge and Gender EstimationAge EstimationFacial Attribute Classification+2MiVOLO: Multi-input Transformer for Age and Gender Estimation
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 occlu…
Age And Gender ClassificationAge and Gender EstimationAge EstimationFacial Attribute Classification+1Moving Window Regression: A Novel Approach to Ordinal Regression
A novel ordinal regression algorithm, called moving window regression (MWR), is proposed in this paper. First, we propose the notion of relative rank ($\rho$-rank), which is a new order representation scheme for input an…
Age And Gender ClassificationAge Estimationimage-classificationImage Classification+1Age and Gender Classification with Small Scale CNN
Artificial intelligence is getting a crucial part of our lives with its incredible benefits. Machines outperform humans in recognizing objects in images, particularly in classifying people into correct age and gender gr…
Age And Gender ClassificationClassificationGender ClassificationDynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling
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. Although this rep…
Age And Gender ClassificationGender ClassificationGraph structure learningTime Series AnalysisGeneralizing MLPs With Dropouts, Batch Normalization, and Skip Connections
A multilayer perceptron (MLP) is typically made of multiple fully connected layers with nonlinear activation functions. There have been several approaches to make them better (e.g. faster convergence, better convergence …
Age And Gender ClassificationAge EstimationGender PredictionBenchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics
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 l…
Age And Gender ClassificationBenchmarkingBias DetectionFairness+4Towards Measuring Fairness in AI: the Casual Conversations Dataset
This paper introduces a novel dataset to help researchers evaluate their computer vision and audio models for accuracy across a diverse set of age, genders, apparent skin tones and ambient lighting conditions. Our datase…
Age And Gender ClassificationDeepFake DetectionFace SwappingFairness+2Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression
Uncertainty is the only certainty there is. Modeling data uncertainty is essential for regression, especially in unconstrained settings. Traditionally the direct regression formulation is considered and the uncertainty i…
Aesthetics Quality AssessmentAge And Gender ClassificationAge EstimationHistorical Color Image Dating+1Deep Ordinal Regression using Optimal Transport Loss and Unimodal Output Probabilities
It is often desired that ordinal regression models yield unimodal predictions. However, in many recent works this characteristic is either absent, or implemented using soft targets, which do not guarantee unimodal output…
Age And Gender ClassificationregressionCompacting, Picking and Growing for Unforgetting Continual Learning
Continual lifelong learning is essential to many applications. In this paper, we propose a simple but effective approach to continual deep learning. Our approach leverages the principles of deep model compression, critic…
Age And Gender ClassificationContinual LearningFace VerificationFacial Expression Recognition (FER)+3Probabilistic Deep Ordinal Regression Based on Gaussian Processes
With excellent representation power for complex data, deep neural networks (DNNs) based approaches are state-of-the-art for ordinal regression problem which aims to classify instances into ordinal categories. However, DN…
Age And Gender ClassificationAge EstimationGaussian ProcessesHistorical Color Image Dating+1Multimodal Age and Gender Classification Using Ear and Profile Face Images
In this paper, we present multimodal deep neural network frameworks for age and gender classification, which take input a profile face image as well as an ear image. Our main objective is to enhance the accuracy of soft …
Age And Gender ClassificationClassificationDomain AdaptationGender Classification+2Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning
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. To effectively in…
Age And Gender ClassificationContinual LearningFace RecognitionFace Verification+3