Interpretable sequential multiple-instance learning for medical imaging
WO2025166017A1PCT designated stage Publication Date: 2025-08-07CHILDRENS MEDICAL CENT CORP +1
Patent Information
- Application Number
- PCT/US2025/013804
- Authority / Receiving Office
- WO · WO
- Patent Type
- Applications
- Current Assignee / Owner
- Priority Date
- 2024-04-30
- Filing Date
- 2025-01-30
- Publication Date
- 2025-08-07
Smart Images
Figure US2025013804_07082025_PF_FP_ABST
Abstract
A significant challenge in medical diagnostics is the often- sequential nature of various diagnostic modalities, for example, x-rays and ultrasounds. Systems and methods for using a machine learning model to analyze a sequence of scans to account for sequential information are provided herein. A system may receive a sequence of scans. The system may determine a subsequence of scans including a subset of scans from the sequence of scans. The system may determine an incremental prediction, using a machine learning model, based on the subsequence of scans. When the system determines all scans of the sequence are included in the subsequence, the system may determine an overall prediction based on one or more of the incremental predictions.
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Citation Information
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