Papers Gender Classification
“Gender Classification” 태그가 달린 논문 150편 · 필터 해제
Some Optimizers are More Equal: Understanding the Role of Optimizers in Group Fairness
We study whether and how the choice of optimization algorithm can impact group fairness in deep neural networks. Through stochastic differential equation analysis of optimization dynamics in an analytically tractable set…
Facial Expression RecognitionFairnessGender ClassificationMulti-Label Classification+1Who Are You Behind the Screen? Implicit MBTI and Gender Detection Using Artificial Intelligence
In personalized technology and psychological research, precisely detecting demographic features and personality traits from digital interactions becomes ever more important. This work investigates implicit categorization…
Gender ClassificationGender PredictionTransECG: Leveraging Transformers for Explainable ECG Re-identification Risk Analysis
Electrocardiogram (ECG) signals are widely shared across multiple clinical applications for diagnosis, health monitoring, and biometric authentication. While valuable for healthcare, they also carry unique biometric iden…
Age ClassificationGender ClassificationYARE-GAN: Yet Another Resting State EEG-GAN
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 evalu…
EEGFeature EngineeringGender ClassificationRepresentation LearningDemographic Attributes Prediction from Speech Using WavLM Embeddings
This paper introduces a general classifier based on WavLM features, to infer demographic characteristics, such as age, gender, native language, education, and country, from speech. Demographic feature prediction plays a …
DiversityGender ClassificationPredictionVANPY: Voice Analysis Framework
Voice data is increasingly being used in modern digital communications, yet there is still a lack of comprehensive tools for automated voice analysis and characterization. To this end, we developed the VANPY (Voice Analy…
Action DetectionActivity DetectionClassificationEmotion Classification+2Graph Contrastive Learning for Connectome Classification
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 …
ClassificationContrastive LearningData AugmentationFunctional Connectivity+4Streaming Speaker Change Detection and Gender Classification for Transducer-Based Multi-Talker Speech Translation
Streaming multi-talker speech translation is a task that involves not only generating accurate and fluent translations with low latency but also recognizing when a speaker change occurs and what the speaker's gender is. …
Change DetectionGender Classificationtext-to-speechText to Speech+1OSUM: Advancing Open Speech Understanding Models with Limited Resources in Academia
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. Howeve…
Emotion RecognitionEvent DetectionGender ClassificationSpeech Emotion Recognition+3Self-Clustering Graph Transformer Approach to Model Resting-State Functional Brain Activity
Resting-state functional magnetic resonance imaging (rs-fMRI) offers valuable insights into the human brain's functional organization and is a powerful tool for investigating the relationship between brain function and c…
Functional ConnectivityGender ClassificationPinpoint Counterfactuals: Reducing social bias in foundation models via localized counterfactual generation
Foundation models trained on web-scraped datasets propagate societal biases to downstream tasks. While counterfactual generation enables bias analysis, existing methods introduce artifacts by modifying contextual element…
AttributecounterfactualGender ClassificationBN-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+3Game Theory Meets Statistical Mechanics in Deep Learning Design
We present a novel deep graphical representation that seamlessly merges principles of game theory with laws of statistical mechanics. It performs feature extraction, dimensionality reduction, and pattern classification w…
Age EstimationDeep LearningDimensionality ReductionGender ClassificationImproving Bias in Facial Attribute Classification: A Combined Impact of KL Divergence induced Loss Function and Dual Attention
Ensuring that AI-based facial recognition systems produce fair predictions and work equally well across all demographic groups is crucial. Earlier systems often exhibited demographic bias, particularly in gender and raci…
AttributeClassificationComputational EfficiencyDiversity+4Facial Chick Sexing: An Automated Chick Sexing System From Chick Facial Image
Chick sexing, the process of determining the gender of day-old chicks, is a critical task in the poultry industry due to the distinct roles that each gender plays in production. While effective traditional methods achiev…
Gender ClassificationKeypoint DetectionSpeech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology
As experts in voice modification, trans-feminine gender-affirming voice teachers have unique perspectives on voice that confound current understandings of speaker identity. To demonstrate this, we present the Versatile V…
Gender ClassificationSpeaker VerificationDiminishing Stereotype Bias in Image Generation Model using Reinforcemenlent Learning Feedback
This study addresses gender bias in image generation models using Reinforcement Learning from Artificial Intelligence Feedback (RLAIF) with a novel Denoising Diffusion Policy Optimization (DDPO) pipeline. By employing a …
DenoisingFairnessGender ClassificationImage Generation"My Kind of Woman": Analysing Gender Stereotypes in AI through The Averageness Theory and EU Law
This study delves into gender classification systems, shedding light on the interaction between social stereotypes and algorithmic determinations. Drawing on the "averageness theory," which suggests a relationship betwee…
FairnessGender ClassificationHuman DynamicsGECOBench: A Gender-Controlled Text Dataset and Benchmark for Quantifying Biases in Explanations
Large pre-trained language models have become popular for many applications and form an important backbone of many downstream tasks in natural language processing (NLP). Applying 'explainable artificial intelligence' (XA…
BenchmarkingDataset GenerationExplainable artificial intelligenceExplainable Artificial Intelligence (XAI)+1A Sociotechnical Lens for Evaluating Computer Vision Models: A Case Study on Detecting and Reasoning about Gender and Emotion
In the evolving landscape of computer vision (CV) technologies, the automatic detection and interpretation of gender and emotion in images is a critical area of study. This paper investigates social biases in CV models, …
FairnessGender Classification