Chromosomes Scan
An intelligent clinical platform designed to analyze human chromosome images using artificial intelligence. The system classifies karyogram images, identifies abnormal chromosome patterns, generates Grad-CAM visual explanations, retrieves DNA/RNA genomic metrics, and produces structured PDF reports for specialist review.
The platform supports multiple AI models, including RGB, Grayscale, and Heatmap pipelines, with the Grayscale model achieving the highest validation performance in the current study.
Chromosomes scan Features
These are some of APRI’s key features that highlThese are the key capabilities of Chromosomes scan, designed to support AI-assisted chromosome analysis, explainable results, genomic metric mapping, and structured clinical reporting.ight its speed, accuracy, and ease of use. The platform includes many additional tools and capabilities designed to enhance medical imaging workflows and improve the user experience
Secure & Private
Keeps all user data safe with advanced privacy protection
Grad-CAM Explainability
Generates visual attention maps to show which chromosome regions influenced the AI prediction.
Embryology & Fertility
Enhancing embryo selection processes to improve IVF outcomes.
Structured PDF Reports
Creates organized clinical-style reports containing patient information, AI findings, confidence, Grad-CAM, and molecular metrics.
Predictive Diagnostics
Forecasting genetic predispositions and hereditary health risks years before clinical onset.
Patient History Storage
Keeps previous analysis records so results can be reviewed and compared later inside the platform.
Chromosomes scan Features
Predictive Diagnostics
Forecasting genetic predispositions and hereditary health risks years before clinical onset.
Secure & Private
Keeps all user data safe with advanced privacy protection
Embryology & Fertility
Enhancing embryo selection processes to improve IVF outcomes.
Structured PDF Reports
Creates organized clinical-style reports containing patient information, AI findings, confidence, Grad-CAM, and molecular metrics.
Patient History Storage
Keeps previous analysis records so results can be reviewed and compared later inside the platform.
Grad-CAM Explainability
Generates visual attention maps to show which chromosome regions influenced the AI prediction.
Chromosomes Scan in Numbers
The platform is designed to reduce chromosomes scan analysis time from manual hours to near real-time AI-assisted inference.
The Grayscale model achieved the highest validation accuracy by focusing on the most important visual signals in chromosome analysis: banding patterns, structural morphology, chromosome shape, and intensity variation
RGB, Grayscale, and Heatmap models were trained and evaluated to support different chromosomes scan image representations.
?Where ChromoScan Is Heading
Chromosomes Scan is moving toward a practical AI-assisted cytogenetic platform designed to make chromosome analysis more accessible, faster, and easier to use. The next stage focuses on improving chromosome segmentation, strengthening detection of overlapping and poorly separated chromosomes, expanding support for structural abnormalities, and increasing validation across different laboratories and imaging conditions.
Our goal is to reduce the dependency on rare and highly limited chromosome-analysis services, especially in regions where this type of testing is not easily available. By making AI-assisted chromosome screening more accessible through a digital platform, Chromosomes Scan aims to support laboratories, specialists, and medical centers with a faster preliminary analysis workflow and a clearer path toward clinical review.
?Why Chromosomes scan
Chromosomes scan was developed to support clinical cytogenetics by making chromosome image analysis faster, clearer, and easier to review. Instead of relying only on manual karyotyping, the platform uses artificial intelligence to analyze karyogram images, detect chromosomal abnormalities, generate explainable Grad-CAM visualizations, and connect the result with DNA and RNA molecular metrics.
It is designed as a research-based decision-support system that helps specialists review chromosome count, affected chromosome, confidence level, genomic features, and structured clinical reports in one integrated workflow