Advanced AI for Pancreatic Imaging Analysis
$250-750 USD
Pagado a la entrega
Project Title: Automated Pancreatic Segmentation System
Project Description:
We are seeking an experienced developer to create an advanced AI-based pancreatic segmentation system for medical imaging. This project involves developing PanSegNet, a robust segmentation model designed to analyze CT and MRI scans with high accuracy. PanSegNet will combine the strengths of nnUNet and Transformer networks, incorporating a novel linear attention module for efficient volumetric computation.
The system will support both cross-modality (CT, T1-weighted MRI, and T2-weighted MRI) and cross-center accuracy, providing a critical tool for the diagnosis and follow-up of pancreatic diseases. The final product should be user-friendly, well-documented, and ready for deployment in clinical workflows.
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Key Features and Requirements:
1. Model Development:
Implement PanSegNet combining nnUNet and Transformer architecture.
Integrate a novel linear attention module for volumetric segmentation.
2. Dataset Management:
Handle a dataset of 767 MRI scans (T1 and T2) from 499 participants.
Include 1,350 publicly available CT scans for benchmarking purposes.
3. Performance Metrics:
Achieve Dice coefficients of:
CT: 88.3%
T1 MRI: 85.0%
T2 MRI: 86.3%
Evaluate segmentation accuracy using Dice, Hausdorff distance (HD95), and Cohen’s kappa for inter- and intra-rater agreement.
4. Technology Stack:
Deep Learning Frameworks: PyTorch/TensorFlow.
Medical Imaging Tools: SimpleITK, NiBabel, ITK-SNAP.
Data Preprocessing and Analysis: Python, NumPy, Pandas.
Statistical Evaluation: SciPy, Scikit-learn.
5. Deliverables:
Fully trained PanSegNet model for CT and MRI segmentation.
Scripts for preprocessing, segmentation, and evaluation.
Documentation for usage and integration into clinical workflows.
Support for deployment and initial maintenance.
Ideal Candidate:
Expertise in deep learning and medical imaging analysis.
Experience with nnUNet, Transformer models, and attention mechanisms.
Strong Python programming skills and familiarity with medical imaging libraries.
Ability to conduct detailed statistical analyses of model performance.
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Budget and Timeline:
Budget: Negotiable based on experience and milestones.
Timeline: To be discussed and agreed upon based on the project scope.
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If you’re passionate about AI and medical imaging and have the skills to bring this project to life, we’d love to hear from you. Let’s work together to advance the field of pancreatic disease diagnosis and care!
Nº del proyecto: #38918025
Sobre el proyecto
20 freelancers están ofertando un promedio de $495 por este trabajo
I am a skilled Python developer and experienced Machine Learning Engineer, capable of delivering solutions tailored to meet your specific requirements. Let me help you achieve your goals with precision and efficiency
Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including Más
⭐⭐⭐⭐⭐ CnELIndia and Raman Ladhani are well-equipped to support the successful completion of this advanced AI project. Our approach will start with a thorough understanding of your requirements to design the PanSegNet m Más
Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences in image analysis. Please contact me to discuss th Más
Hi, I’m an AI expert with professional experience in computer vision, with a proven track record of working on complex image processing and AI/ML model development. With skill sets: • Algorithm Development: Strong unde Más
With an extensive background in AI, Machine Learning, and Web-Based Data Solutions, I bring the perfect blend of skills and experience to your Advanced AI for Pancreatic Imaging Analysis project. Having worked on over Más
Hello there, I am a senior software developer and I can do it as required and on time with high quality. Regards,
As a seasoned developer with a profound interest and expertise in both deep learning and medical imaging analysis, I believe I'm the ideal candidate to design your advanced AI-based Pancreatic Segmentation System. With Más
HI. I hope you are doing well. I have extensive experience in medical 3D and 2D image segmentation Let me know when we can discuss project.
I am excited about the opportunity to contribute to your AI-based pancreatic segmentation project. With extensive experience in deep learning, medical imaging, and the development of segmentation models, I am confident Más
Hello, I propose to develop a deep learning model based on transformers with over 104 regions of interest.
