You will get a professional YOLOv8 AI Digital Pathology Analysis Dashboard with PyQt6
Project details
Advanced AI Digital Pathology Terminal powered by YOLOv8 & PyQt6
BioVisionX Pro is a production-ready medical AI tool for real-time cell detection and classification. Built for researchers and labs, it identifies 12 professional pathology classes including Tumor cells, Lymphocytes, and Mitotic figures with high precision.
Key Deliverables:
Multi-Mode Inference: Supports USB Microscope cameras, Video files, and Static images (TIF/JPG/PNG).
Expert Analytics: Color-coded cell statistics and real-time LCD counters for instant data tracking.
Full Customization: Live adjustment of Confidence and IoU thresholds through an interactive sidebar.
Professional Documentation: Includes a comprehensive HTML setup guide for seamless deployment.
Pure English Codebase: Well-commented Python scripts audited for international research standards.
Note: For GPU acceleration, an NVIDIA GPU is recommended, though the system automatically supports CPU mode.
BioVisionX Pro is a production-ready medical AI tool for real-time cell detection and classification. Built for researchers and labs, it identifies 12 professional pathology classes including Tumor cells, Lymphocytes, and Mitotic figures with high precision.
Key Deliverables:
Multi-Mode Inference: Supports USB Microscope cameras, Video files, and Static images (TIF/JPG/PNG).
Expert Analytics: Color-coded cell statistics and real-time LCD counters for instant data tracking.
Full Customization: Live adjustment of Confidence and IoU thresholds through an interactive sidebar.
Professional Documentation: Includes a comprehensive HTML setup guide for seamless deployment.
Pure English Codebase: Well-commented Python scripts audited for international research standards.
Note: For GPU acceleration, an NVIDIA GPU is recommended, though the system automatically supports CPU mode.
AI Development Type
Deep Learning, Model TuningAI Tools
OpenCV, PyTorchAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$199
|
Standard
$699
|
Advanced
$1,499
|
|---|---|---|---|
| Delivery Time | 4 days | 7 days | 14 days |
Number of Revisions | 2 | 7 | 30 |
AI Model Integration | |||
Detailed Code Comments | |||
Knowledge Graph | - | - | - |
Model Documentation | - | ||
Ontology | - | - | - |
Source Code | |||
Taxonomy | - | - | - |
Frequently asked questions
About Cheng
AI Engineer | Computer Vision & Streamlit Web Applications
Singapore, Singapore - 5:36 pm local time
Unlike developers who only deliver scripts, I provide ready-to-use business solutions. I have a proven track record of publishing professional AI software on international marketplaces (like Codester), covering everything from custom dataset curation to internationalized UI deployment.
What I can do for you:
Custom Object Detection: Training YOLOv8/v10 models for specific use cases (Agriculture, Retail, Medical, etc.).
Interactive Web Dashboards: Building professional AI interfaces with Streamlit for real-time inference and data visualization.
End-to-End Deployment: From raw image labeling to cloud-hosted production environments.
Legacy Code Optimization: Converting your local Python scripts into polished, user-friendly web apps.
Technical Stack:
Models: YOLOv8, YOLOv10,Resent,PyTorch, OpenCV and more
Frontend/Deployment: Streamlit, Streamlit Cloud, GitHub Actions.
Languages: Python (Advanced), SQL.
I am passionate about turning complex AI research into practical tools that solve real-world problems. Let’s discuss how I can bring your AI vision to life!
Steps for completing your project
After purchasing the project, send requirements so Cheng can start the project.
Delivery time starts when Cheng receives requirements from you.
Cheng works on your project following the steps below.
Revisions may occur after the delivery date.
Source Code & Weight Delivery
Deliver the 100% English-localized PyQt6 source code and the pre-trained YOLOv8 'best.pt' model weights. Provide the professional HTML Installation Guide for initial review.
Environment Setup & Hardware Acceleration
Assist with Python dependency installation (Ultralytics, PyQt6, OpenCV) and configure CUDA/cuDNN if an NVIDIA GPU is available to ensure high-FPS real-time analysis.