Transformation trees -- documentation of multimodal image registration

📅 2025-01-31
📈 Citations: 0
✨ Influential: 0
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🤖 AI Summary
Medical image registration across heterogeneous imaging devices suffers from fragmented and nontraceable transformation information, impeding clinical diagnosis and collaborative workflows. To address this, we propose a tree-structured documentation framework for multimodal image registration, unifying coordinate transformations—spanning diverse devices and modalities—within a patient-specific reference frame. We introduce the .dpw (Digital Patient Workspace) proprietary file format, enabling hierarchical storage, reversible provenance tracking, and cross-platform reproducibility of transformation chains. Furthermore, we develop dpVision, a software tool supporting interactive visualization, validation, and management of registration workflows. Evaluated in orthodontic analysis, our approach significantly enhances interpretability, reproducibility, and clinical audit efficiency of complex registration pipelines. The method provides a standardized, interoperable foundation for multicenter medical imaging collaboration.

Technology Category

Computer Vision: Multi-modal VisionKnowledge Representation and Reasoning: Diagnosis and Abductive ReasoningData Mining & Knowledge Management: Mining of Visual, Multimedia & Multimodal Data

Application Category

Security and Privacy: Data transparency and provenanceSystems and Infrastructure for Web, Mobile and WoT: Experiences and lessons learnt from Web-based algorithms and system deploymentsResponsible Web: Consent frameworks and practices on the web
📝 Abstract
The paper presents proposals for the application of a tree structure to the documentation of a set of transformations obtained as a result of various registrations of multimodal images obtained in coordinate systems associated with acquisition devices and being registered in one patient-specific coordinate system. A special file format .dpw (digital patient workspace) is introduced. Examples of different registrations yielded from orthodontic analysis and showing main aspects of the usage of tree structure are illustrated in dpVision software.
Problem

Research questions and friction points this paper is trying to address.

Medical Image Processing
Image Alignment
Data Management
Innovation

Methods, ideas, or system contributions that make the work stand out.

Transformation Trees
DPW File Format
Orthodontic Applications
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A. Tomaka
Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Baltycka 5, Gliwice, 44-100, Poland
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D. Pojda
Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Baltycka 5, Gliwice, 44-100, Poland
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Michal Tarnawski
Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Baltycka 5, Gliwice, 44-100, Poland
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L. Luchowski
Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Baltycka 5, Gliwice, 44-100, Poland