EmbryoIQ delivers instant, automated Gardner scoring using a deep learning mega-ensemble of 8 models across 5 architectures. Snap a photo, get a grade — in seconds.
Combining specialist and multi-task models across multiple resolutions for maximum diagnostic accuracy
Each Gardner component (Expansion, ICM, TE) uses the best-performing approach — ensemble for EXP, specialists for ICM and TE.
Models trained at multiple resolutions with PadToSquare — preserving full aspect ratio with zero information loss.
Every image is analyzed 8× with horizontal flip, vertical flip, and 90° rotation combinations for robust predictions.
Adaptive histogram equalization improves detail visibility in low-contrast embryo microscopy images.
Ensemble weights are optimized via exhaustive grid search on the validation set for peak accuracy per component.
State-of-the-art CNN and hybrid architectures with advanced pretraining strategies for maximum feature extraction.
Benchmark accuracy on independent test set — surpassing Kromp et al. (2023)
From photo capture to encrypted result delivery — fully automated
Live Birth-optimized 0-100 scoring system with probability-weighted Gardner components
EmbryoIQ integrates directly with your clinical workflow. Capture a microscopy image, receive the Gardner score and MedFlux Embryo Score within seconds — all through an end-to-end encrypted channel.
Patient data never leaves the secure envelope
Every image and result is encrypted end-to-end. The server processes data in memory only — nothing is stored to disk.
Results are pushed back via Phoenix Channels over secure WebSocket — no polling, no exposure, instant delivery.
Dedicated EU-hosted servers with process-level isolation, localhost-only inter-service communication, and strict iptables rules.
Join IVF clinics using AI-powered grading to improve patient outcomes.