Papers Age Estimation
“Age Estimation” 태그가 달린 논문 301편 · 필터 해제
Can a Teenager Fool an AI? Evaluating Low-Cost Cosmetic Attacks on Age Estimation Systems
Age estimation systems are increasingly deployed as gatekeepers for age-restricted online content, yet their robustness to cosmetic modifications has not been systematically evaluated. We investigate whether simple, hous…
Adversarial RobustnessAge EstimationReBA-Pred-Net: Weakly-Supervised Regional Brain Age Prediction on MRI
Brain age has become a prominent biomarker of brain health. Yet most prior work targets whole brain age (WBA), a coarse paradigm that struggles to support tasks such as disease characterization and research on developmen…
Age EstimationOut of the box age estimation through facial imagery: A Comprehensive Benchmark of Vision-Language Models vs. out-of-the-box Traditional Architectures
Facial age estimation plays a critical role in content moderation, age verification, and deepfake detection. However, no prior benchmark has systematically compared modern vision-language models (VLMs) with specialized a…
DeepFake DetectionAge EstimationBeyond Length: Context-Aware Expansion and Independence as Developmentally Sensitive Evaluation in Child Utterances
Evaluating the quality of children's utterances in adult-child dialogue remains challenging due to insufficient context-sensitive metrics. Common proxies such as Mean Length of Utterance (MLU), lexical diversity (vocd-D)…
Age EstimationPhysiology as Language: Translating Respiration to Sleep EEG
This paper introduces a novel cross-physiology translation task: synthesizing sleep electroencephalography (EEG) from respiration signals. To address the significant complexity gap between the two modalities, we propose …
Age EstimationTrustworthy Data-driven Chronological Age Estimation from Panoramic Dental Images
Integrating deep learning into healthcare enables personalized care but raises trust issues due to model opacity. To improve transparency, we propose a system for dental age estimation from panoramic images that combines…
Age EstimationFocal-RegionFace: Generating Fine-Grained Multi-attribute Descriptions for Arbitrarily Selected Face Focal Regions
In this paper, we introduce an underexplored problem in facial analysis: generating and recognizing multi-attribute natural language descriptions, containing facial action units (AUs), emotional states, and age estimatio…
Age EstimationStanford Sleep Bench: Evaluating Polysomnography Pre-training Methods for Sleep Foundation Models
Polysomnography (PSG), the gold standard test for sleep analysis, generates vast amounts of multimodal clinical data, presenting an opportunity to leverage self-supervised representation learning (SSRL) for pre-training …
Representation LearningMortality PredictionContrastive LearningAge EstimationMetaVoxel: Joint Diffusion Modeling of Imaging and Clinical Metadata
Modern deep learning methods have achieved impressive results across tasks from disease classification, estimating continuous biomarkers, to generating realistic medical images. Most of these approaches are trained to mo…
Image GenerationAge EstimationEvaluating the Clinical Impact of Generative Inpainting on Bone Age Estimation
Generative foundation models can remove visual artifacts through realistic image inpainting, but their impact on medical AI performance remains uncertain. Pediatric hand radiographs often contain non-anatomical markers, …
Gender PredictionImage InpaintingAge EstimationMRI-Based Brain Age Estimation with Supervised Contrastive Learning of Continuous Representation
MRI-based brain age estimation models aim to assess a subject's biological brain age based on information, such as neuroanatomical features. Various factors, including neurodegenerative diseases, can accelerate brain agi…
Contrastive LearningAge EstimationBrainRotViT: Transformer-ResNet Hybrid for Explainable Modeling of Brain Aging from 3D sMRI
Accurate brain age estimation from structural MRI is a valuable biomarker for studying aging and neurodegeneration. Traditional regression and CNN-based methods face limitations such as manual feature engineering, limite…
Feature EngineeringAge EstimationImpact of Image Resolution on Age Estimation with DeepFace and InsightFace
Automatic age estimation is widely used for age verification, where input images often vary considerably in resolution. This study evaluates the effect of image resolution on age estimation accuracy using DeepFace and In…
Age EstimationPhoto Dating by Facial Age Aggregation
We introduce a novel method for Photo Dating which estimates the year a photograph was taken by leveraging information from the faces of people present in the image. To facilitate this research, we publicly release CSFD-…
Face RecognitionAge EstimationIntegrating ConvNeXt and Vision Transformers for Enhancing Facial Age Estimation
Age estimation from facial images is a complex and multifaceted challenge in computer vision. In this study, we present a novel hybrid architecture that combines ConvNeXt, a state-of-the-art advancement of convolutional …
Age EstimationsMRI-based Brain Age Estimation in MCI using Persistent Homology
In this study, we propose the use of persistent homology -- specifically Betti curves for brain age prediction and for distinguishing between healthy and pathological aging. The proposed framework is applied to 100 struc…
Age EstimationAn Autoencoder and Vision Transformer-based Interpretability Analysis of the Differences in Automated Staging of Second and Third Molars
The practical adoption of deep learning in high-stakes forensic applications, such as dental age estimation, is often limited by the 'black box' nature of the models. This study introduces a framework designed to enhance…
Age EstimationOrdinal Adaptive Correction: A Data-Centric Approach to Ordinal Image Classification with Noisy Labels
Labeled data is a fundamental component in training supervised deep learning models for computer vision tasks. However, the labeling process, especially for ordinal image classification where class boundaries are often a…
Ordinal ClassificationImage ClassificationAge EstimationStage-wise Adaptive Label Distribution for Facial Age Estimation
Label ambiguity poses a significant challenge in age estimation tasks. Most existing methods address this issue by modeling correlations between adjacent age groups through label distribution learning. However, they ofte…
Age EstimationEZ-Sort: Efficient Pairwise Comparison via Zero-Shot CLIP-Based Pre-Ordering and Human-in-the-Loop Sorting
Pairwise comparison is often favored over absolute rating or ordinal classification in subjective or difficult annotation tasks due to its improved reliability. However, exhaustive comparisons require a massive number of…
Image Quality AssessmentOrdinal ClassificationAge Estimation