An open-sourced dataset for X-ray-guided miniature medical devices (MMD) introduced by luoyeguigenno1. It is organized into two domains, real and synthetic, with the real domain comprising two subsets and a third synthetic subset. The dataset was last updated on 2026-02-23.
Use Cases
- Training object detection models to locate miniature medical devices based on real-time locomotion data across diverse physiological environments.
- Developing image segmentation models for stent-structured soft MMDs based on the described device features.
- Evaluating domain adaptation techniques between real and synthetic X-ray images of medical devices.
- Researching control algorithms for shape-morphing ferrofluid MMDs based on the dataset's inclusion of such devices.
- Benchmarking imaging robustness for medical devices under varying imaging conditions captured in one subset.
Strengths
- Described as the first open-sourced dataset for X-ray-guided miniature medical devices.
- Includes both real and synthetic data domains, which may support domain adaptation research.
- The real domain contains at least two distinct subsets (D1 and D2) focusing on different imaging conditions.
Limitations
- Description metadata is limited; actual data quality requires manual inspection after download.
- Column-level documentation is absent; field semantics must be inferred after download.
- Row count, file formats, and license information are unknown, which may limit suitability assessment.
Provenance
- Source
- huggingface user luoyeguigenno1
- Collection Method
- Dataset creation method is not specified in the provided description.
- Freshness
- Last updated 2026-02-23 06:29:35; freshness should be verified.