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Latest AI and machine learning research in surveys for healthcare professionals.

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Accuracy and Fairness of Facial Recognition Technology in Low-Quality Police Images: An Experiment With Synthetic Faces

Facial recognition technology (FRT) is increasingly used in criminal investigations, yet most evaluations of its accuracy rely on high-quality images, unlike those often encountered by law enforcement. This study examines how five common forms of image degradation--contrast, brightness, motion blur, pose shift, and resolution--affect FRT accuracy and fairness across demographic groups. Using syn...

Taming Recommendation Bias with Causal Intervention on Evolving Personal Popularity

Popularity bias occurs when popular items are recommended far more frequently than they should be, negatively impacting both user experience and recommendation accuracy. Existing debiasing methods mitigate popularity bias often uniformly across all users and only partially consider the time evolution of users or items. However, users have different levels of preference for item popularity, and t...

Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models

Multilingual vision-language models promise universal image-text retrieval, yet their social biases remain under-explored. We present the first syst...

Unintended Bias in 2D+ Image Segmentation and Its Effect on Attention Asymmetry

Supervised pretrained models have become widely used in deep learning, especially for image segmentation tasks. However, when applied to specialized...

ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models

Deep learning models often achieve high performance by inadvertently learning spurious correlations between targets and non-essential features. For ...

Context-aware data augmentation for enhanced speech command recognition in industrial environments.

In Human-Robot Interaction, speech is one of the most intuitive and effective communication channel. In Industry 4.0, speech-based communication can s...

May 20 2025 40394047
Backward Conformal Prediction

We introduce $\textit{Backward Conformal Prediction}$, a method that guarantees conformal coverage while providing flexible control over the size of...

Learning to Adapt to Position Bias in Vision Transformer Classifiers

How discriminative position information is for image classification depends on the data. On the one hand, the camera position is arbitrary and objec...

Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactuals

AI-enhanced personality assessments are increasingly shaping hiring decisions, using affective computing to predict traits from the Big Five (OCEAN)...

Fuck the Algorithm: Conceptual Issues in Algorithmic Bias

Algorithmic bias has been the subject of much recent controversy. To clarify what is at stake and to make progress resolving the controversy, a bett...

Automatic Speech Recognition for African Low-Resource Languages: Challenges and Future Directions

Automatic Speech Recognition (ASR) technologies have transformed human-computer interaction; however, low-resource languages in Africa remain signif...

Seeing Sound, Hearing Sight: Uncovering Modality Bias and Conflict of AI models in Sound Localization

Imagine hearing a dog bark and turning toward the sound only to see a parked car, while the real, silent dog sits elsewhere. Such sensory conflicts ...

CUBIC: Concept Embeddings for Unsupervised Bias Identification using VLMs

Deep vision models often rely on biases learned from spurious correlations in datasets. To identify these biases, methods that interpret high-level,...

Deep learning progressive distill for predicting clinical response to conversion therapy from preoperative CT images of advanced gastric cancer patients.

Identifying patients suitable for conversion therapy through early non-invasive screening is crucial for tailoring treatment in advanced gastric cance...

May 16 2025 40379665
Modeling Saliency Dataset Bias

Recent advances in image-based saliency prediction are approaching gold standard performance levels on existing benchmarks. Despite this success, we...

A Survey on Open-Source Edge Computing Simulators and Emulators: The Computing and Networking Convergence Perspective

Edge computing, with its low latency, dynamic scalability, and location awareness, along with the convergence of computing and communication paradig...

Assessing the Potential of an LLM-Powered System for Enhancing FHIR Resource Validation.

Large Language Models (LLMs) have gained significant popularity among healthcare professionals as tools for AI-driven interactions. These models can a...

May 15 2025 40380578
A Natural and Unobtrusive Conversation Using a RASA-Driven Chatbot for Monitoring the Wellbeing of Elderlies.

This paper investigates the development and evaluation of a chatbot for administering the EQ5D questionnaire with a focus on improving user experience...

May 15 2025 40380625
Perceptions of the German General Population Towards Implementing Artificial Intelligence in Medical Care: A Population-Based Survey.

The rise of artificial intelligence (AI) in medical care presents several opportunities, including improving patient outcomes. As part of the PEAK pro...

May 15 2025 40380671
Defining the Criteria for Selecting the Right Extended Reality Systems in Healthcare Using Fuzzy Analytic Network Process.

In the past decade, extended reality (XR) has been introduced into healthcare due to several potential benefits, such as scalability and cost savings....

May 15 2025 40431924
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