CHANCE (Chest Automated Nodule Detection for Early Screening) is a research-grade web application for detecting nodule masses in chest X-ray (CXR) scans using a custom-trained YOLOv8 model exported to ONNX format.
Assist radiologists in early-stage lung cancer screening through AI-assisted nodule mass detection on CXR scans.
Trained on chest X-ray datasets with expert radiologist annotations for nodule mass detection.
Next.js 16, ONNX Runtime Web, Web Workers for client-side inference, and jsPDF for report generation.
For research and educational use only. NOT a clinical decision-support tool. Always consult a radiologist.
| Architecture | YOLOv8 (custom) |
| Export Format | ONNX |
| Input Size | 640 × 640 px |
| Classes | nodule_mass (1 class) |
| Scan Type | Chest X-Ray (CXR) |
| NMS IoU Threshold | 0.45 |
| Default Confidence | 0.50 |