Important Notice
This model is provided for evaluation and development purposes only. It is not validated for and must not be used in clinical, diagnostic, or production settings. See #use-and-limitations.
Model Information
Description
patient-present is a single-stage object detection model that localizes a neonate/infant patient inside a NICU radiant warmer from a video frame. It uses a MobileNetV2 backbone with a Feature Pyramid Network (FPN) neck and an anchor-free single-stage detection head, following the mmdetection framework conventions. This model is a development and evaluation tool produced as part of Intel's NICU Warmer reference design and has not undergone clinical validation.
Intended Use
This model is intended for use by software developers and researchers evaluating AI-assisted monitoring workflows on Intel hardware. It is designed to demonstrate detection feasibility in a NICU warmer context. patient_present itself does not provide any medical functionality, nor is it intended to process or interpret medical data for a medical purpose. Developers are responsible for independently validating and adapting patient-present for their specific use case. It must not be used in live clinical environments, for diagnostic decisions, or on live patients.
Technical Specifications
| Attribute | Detail |
|---|---|
| Architecture | MobileNetV2 backbone + FPN neck + anchor-free detection head |
| Parameters | ~5–7M (FP32) |
| Input | 992×800 RGB image (W×H), float32, normalized [0,1], NCHW |
| Output | [N, 5] — bounding boxes (x1, y1, x2, y2, confidence), post-NMS, pixel coords at input resolution |
| Training hardware | Intel Ultra Core |
| Framework | PyTorch (mmdetection) → OpenVINO IR FP32 |
Use and Limitations
Permitted Uses
- Evaluation and benchmarking of [domain] AI workflows
- Research and development
- Academic study
- Adaptation and modification for non-clinical applications
Prohibited Uses
- Clinical or diagnostic use
- Production deployment without independent validation and applicable regulatory authorization
- Use with live patients or real patient data (unless the user has obtained all necessary authorizations)
- Any use that would cause Intel to be treated as the manufacturer, provider, or deployer of a medical device or regulated AI system
License
The use of people-present is governed by the Intel Non-Clinical Evaluation Use License. By accessing this model, you agree to the license terms.