Daniel Platnick
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View article: Perspective-Aware AI in Extended Reality
Perspective-Aware AI in Extended Reality Open
AI-enhanced Extended Reality (XR) aims to deliver adaptive, immersive experiences-yet current systems fall short due to shallow user modeling and limited cognitive context. We introduce Perspective-Aware AI in Extended Reality (PAiR), a fo…
View article: Enabling Perspective-Aware Ai with Contextual Scene Graph Generation
Enabling Perspective-Aware Ai with Contextual Scene Graph Generation Open
This paper advances contextual image understanding within perspective-aware Ai (PAi), an emerging paradigm in human–computer interaction that enables users to perceive and interact through each other’s perspectives. While PAi relies on mul…
View article: Expected Runtime Comparisons Between Breadth-First Search and Constant-Depth Restarting Random Walks
Expected Runtime Comparisons Between Breadth-First Search and Constant-Depth Restarting Random Walks Open
When greedy search algorithms encounter a local minima or plateau, the search typically devolves into a breadth-first search (BrFS), or a local search technique is used in an attempt to find a way out. In this work, we formally analyze the…
View article: GANsemble for Small and Imbalanced Data Sets: A Baseline for Synthetic Microplastics Data
GANsemble for Small and Imbalanced Data Sets: A Baseline for Synthetic Microplastics Data Open
Microplastic particle ingestion or inhalation by humans is a problem of growing concern. Unfortunately, current research methods that use machine learning to understand their potential harms are obstructed by a lack of available data. Deep…
View article: Deep Unfolding for Iterative Stripe Noise Removal
Deep Unfolding for Iterative Stripe Noise Removal Open
The non-uniform photoelectric response of infrared imaging systems results in fixed-pattern stripe noise being superimposed on infrared images, which severely reduces image quality. As the applications of degraded infrared images are limit…