Tanner / Irvine Applied Imagery Pattern Recognition

53rd Applied Imagery Pattern Recognition Workshop, AIPR 2025, Washington, DC, USA, October 13–14, 2025, Proceedings
Erscheinungsjahr 2026
ISBN: 978-3-032-18474-0
Verlag: Springer International Publishing
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, 620 Seiten

Reihe: Springer Nature Proceedings Computer Science

This book constitutes the refereed proceedings of the 53rd Applied Imagery Pattern Recognition Workshop, AIPR 2025, held in Washington, DC, USA, during October 13–14, 2025.

The 41 papers included in this volume were carefully reviewed and selected from 60 submissions. They focus on Imagery-Related challenges in Generative AI and Large Language Models, highlighting the accelerating impact of generative technologies on imagery, video, and multimodal reasoning.

Zielgruppe

Research

Autoren/Hrsg.

Tanner, Franklin

Irvine, John

Inhaltsverzeichnis

Image-Based Geospatial Foundation Models: What's the Catch?.-Can AI Generated Items Be Trusted?.-Synthetic to Street: Generative AI-Powered Object Detection of License-Plate Jackets.-Agentic Learning with an AI Instructor in Virtual Reality for High School Anatomy Instruction.-Generative Edit Agent for Retrieval & Synthesis.-An Immersive AI-Driven Virtual Reality Training for Accessible Agricultural Education in a Unity-Based VR Environment.-Examination of How an Adversarial or Naive Change to an Image May Be Tracked Visually, Layer by Layer, Using Associative Memory Matrices in Vector Form.-Vision-Language Integration for Image Captioning Using Vision Transformers and GPT-J.-Task Prioritization for Remote Sensing AI Foundation Models.-Scaling Remote Sensing Foundation Models: Data Domain Tradeoffs at the Peta-Scale.-Cross-Modal Foundation Models for Remote Sensing.-Unsupervised Change Detection and Categorization with Remote Sensing Foundation Models.-Assumptions Implicit in Applied Imagery Pattern Recognition.-AgriGen: a Prompt-Tuned, Multilingual LLM-Based Q&A System for Smarter Agriculture.-PREFUSE: a Probabilistic Reliability-Weighted Fusion for Weather-Aware Perception in Autonomous Vehicles.-Hier-SimCLR-Drive: Learning a Two-Level Traffic-Scene Taxonomy Without Labels for Autonomous Driving.-Scaling Continuous Kernels with Sparse Fourier Domain Learning.-Benchmarking Defense Techniques for Securing Large Language Models.-Advancing Foundation Models with Geospatial and Temporal Reasoning in Multi-Modal Applications.-Training the Right ML Model and Training the ML Model Right.-A Multimodal IoT-Based Smart Desk System for Real-Time Thermal Comfort Classification in Educational Environments.-Visual Feature Tracking Algorithm for Veterinary Lameness Assessment in Horses.-A Merge-Aware Metric and Boundary-Guided Head: Mergers Reduction and Improved Building Segmentation in Remote Sensing Images.-Pixel-Point Fusion: A 2D-3D Computer Vision Framework for Robust Sidewalk Trip Hazard and Crack Detection.-Neurophysiological Study of EEG Alpha-Beta Dynamics in Temporal and Parietal Regions During Non-Native and Neutral Music Listening.-Fusion of 2D LiDAR and Vision-Based Detection for Collision-Aware Indoor Navigation.-Dark Channel Prior Infused All-in-One Dehazing Network (DCPI-AODNet) for Single Image Dehazing.-Agentic Broad-Area Search: Evaluating Multimodal Large Language Models for Geospatial Object Identification and Enumeration in Overhead Imagery.-Loop Closure Detection Revisited: A Clustering Perspective.-The Limitations of Image Features from Satellite Imagery Training Datasets.-Synthetic Aperture Radar Change Detection as a Source of Ground-Truth Annotation for Machine Learning Deforestation Detection in the Amazon Using Multispectral Satellite Imagery.-Real-Time 2D Mapping and Navigation on an Indoor Autonomous Vehicle (AV) Platform with RPLIDAR A3 and HectorSLAM.-Towards the Segmentation-Guided Generation of 3D MRA Dataset for Aneurysm Detection.-Hypoxic Ischemic Encephalopathy Diagnosis and Lesion Segmentation Using 3D Heterogenous Ensemble Models.-NeuroGleam: Illuminating Small Vessel Disease Detection Through Deep Learning Based Segmentation of Brain MRI White Matter Hyperintensities.-Multimodal Fusion of Imaging and Multi-Omics Data for Enhanced Breast Cancer Detection.-Wavelet Scattering Features based Colon Cancer Histology Classification.-imgs2imgs: Improving Visual Consistency in Multiview Image Editing.-Quantifying Error Propagation and Recovery in Object Detection for Autonomous Vehicles: a Markovian Approach.-Restorable Segmentation Synthesis Using Fourier Descriptors.-Benchmarking Few-Shot Methods for Rare Target Classification in PlanetScope Imagery.