CHANCE – Chest Automated Nodule Detection for Early Screening
v1.0.0

About CHANCE

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.

Goal

Assist radiologists in early-stage lung cancer screening through AI-assisted nodule mass detection on CXR scans.

Dataset

Trained on chest X-ray datasets with expert radiologist annotations for nodule mass detection.

Technology

Next.js 16, ONNX Runtime Web, Web Workers for client-side inference, and jsPDF for report generation.

Disclaimer

For research and educational use only. NOT a clinical decision-support tool. Always consult a radiologist.

Model Details

ArchitectureYOLOv8 (custom)
Export FormatONNX
Input Size640 × 640 px
Classesnodule_mass (1 class)
Scan TypeChest X-Ray (CXR)
NMS IoU Threshold0.45
Default Confidence0.50
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