Production — Serving IVF Clinics

AI-Powered Embryo
Grading for IVF

EmbryoIQ delivers instant, automated Gardner scoring using a deep learning mega-ensemble of 7 models across 4 architectures. Snap a photo, get a grade — in seconds.

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🏆 Gold Test (Gardner Expert)

298-sample expert-annotated test set · Kromp evaluation methodology

7
AI Models
84.0%
EXP Gold (Gardner-expert)
70.8%
ICM Gold (Gardner-expert)
68.3%
TE Gold (Gardner-expert)
📊 EmbryoIQ AI Analiz Sonuçları

Anlık Embryo Değerlendirme

Blastocyst embryo under microscopy
🔬 Day 5 Blastocyst
✓ AI Analyzed
Gardner Skor
5BA
Çok İyi Kalite
EXP
5
Çatlamış
ICM
B
İyi
TE
A
Mükemmel
🔬
İç Hücre Kütlesi (ICM)
Gevşek gruplanmış, orta sayıda hücre
🧫
Trofektoderm (TE)
Çok hücreli, koheziv tabaka
⭕
Ekspansiyon (5)
Çatlamış Blastosist — TE zona dışında
EmbryoIQ Skor
Çok İyi
79.9
🚀 Ücretsiz Deneyin
🏗️ Technology

Multi-Architecture Mega-Ensemble

Combining specialist and multi-task models across multiple resolutions for maximum diagnostic accuracy

🧩

Specialist + Multi-task Hybrid

Each Gardner component (Expansion, ICM, TE) uses the best-performing approach — ensemble for EXP, specialists for ICM and TE.

🔲

Multi-Resolution Input

Models trained at multiple resolutions with PadToSquare — preserving full aspect ratio with zero information loss.

🔄

8-Fold Test-Time Augmentation

Every image is analyzed 8× with horizontal flip, vertical flip, and 90° rotation combinations for robust predictions.

🎨

CLAHE Enhancement

Adaptive histogram equalization improves detail visibility in low-contrast embryo microscopy images.

⚖️

Grid Search Optimized Weights

Ensemble weights are optimized via exhaustive grid search on the validation set for peak accuracy per component.

🧬

Diverse Architecture Ensemble

State-of-the-art CNN and hybrid architectures with advanced pretraining strategies for maximum feature extraction.

📊 Gold Test (Gardner-expert)

Exceeds Kromp et al. (2023) on Gold Test (Gardner-expert)

EXP +6.0% · ICM +2.2% · TE +6.8% — 298-sample expert-annotated gold test, Kromp evaluation methodology

+6.0
%
Expansion
+6.0% vs Kromp XCeption
+2.2
%
ICM
+2.2% vs Kromp XCeption
+6.8
%
TE
+6.8% vs Kromp XCeption

EmbryoIQ vs Kromp XCeption (2023) — Head-to-Head

298-sample Gardner-expert annotated gold test set · Kromp evaluation methodology

Task Kromp XCeption (2023) EmbryoIQ (Ours) Δ Winner
Expansion (EXP) 78.0% 84.0% +6.0% EmbryoIQ ✅
ICM 68.6% 70.8% +2.2% EmbryoIQ ✅
TE 61.6% 68.3% +6.8% EmbryoIQ ✅
🏆 EmbryoIQ wins all 3 tasks on Gold Test (Gardner-expert)
🔄 Pipeline

End-to-End Inference Pipeline

From photo capture to encrypted result delivery — fully automated

📱
Capture
on iOS
→
🔐
E2EE
Upload
→
🎨
CLAHE
Enhance
→
🔄
8-Fold
TTA
→
🧠
Mega
Ensemble
→
📊
Gardner +
EmbryoIQ Score
→
🔒
Encrypted
Delivery

Model Architectures

M1
CNN Backbone A
EXP + ICM + TE
M2
Hybrid CNN-Transformer
EXP + ICM + TE
M3
CNN Backbone B
EXP Specialist
M4
CNN Backbone B
ICM Specialist
M5
CNN Backbone B
TE Specialist
M6
CNN Backbone B
EXP Specialist
M7
CNN Backbone B
ICM Specialist
M8
CNN Backbone C
EXP Specialist
🎯 Scoring

MedFlux Embryo Score

Live Birth-optimized 0-100 scoring system with probability-weighted Gardner components

Score = f( Expansion, ICM, TE ) → 0–100
Proprietary weighted ensemble scoring — AI-predicted Gardner sub-scores are combined using live birth-optimized coefficients
0 — 30
Low
31 — 50
Below Avg
51 — 65
Average
66 — 80
Good
81 — 100
Excellent
📱 Klinik Entegrasyon

Fotoğraf Çek,
Sonucu Al

EmbryoIQ klinik iş akışınıza doğrudan entegre olur. Mikroskop görüntüsünü çekin, Gardner skorunu ve MedFlux Embryo Skorunu saniyeler içinde alın — uçtan uca şifreli kanal üzerinden.

  • ✓ Anlık Gardner skor (Ekspansiyon + ICM + TE)
  • ✓ MedFlux Embryo Skor 0-100 sıralama
  • ✓ Blastosist doğrulama (non-blasto tespiti)
  • ✓ Uçtan uca AES-256-GCM şifreleme
  • ✓ Yüksek performanslı bulut altyapısı
  • ✓ Güvenli WebSocket ile anlık sonuç
EmbryoIQ Analiz Sonucu
Blastocyst
Gardner Skor
5BA
Çok İyi Kalite
79.9
MedFlux Embryo Skor
EXP
5
ICM
B
TE
A
🏥 Klinik Yönetim

EMR Entegre Laboratuvar Sistemi

Embryo değerlendirmesinin ötesinde — tam entegre klinik iş akışı yönetimi

👥

Hasta Bazlı Kayıt

Hasta profilleri, siklüs geçmişi ve tüm embryo değerlendirmelerini tek bir panelden yönetin. Doktor ataması ve klinik bilgileri.

❄️

Freeze & Thaw Takibi

Dondurma tarihi, tank/kanister/goblet numaraları, çözüm kayıtları. Embryo yaşam döngüsünü uçtan uca izleyin.

🎯

Embryo Transfer (ET)

Transfer tarihi, hekim bilgisi, klinik notlar. Hangi embryonun ne zaman transfer edildiğini kayıt altına alın.

📧

Otomatik E-posta Raporu

Siklüs raporlarını doktora veya hastaya tek tıkla gönderin. Gardner skoru, EmbryoIQ skoru ve klinik detaylar dahil.

📊

Dashboard & İstatistik

Laboratuvar özeti, embryo durum dağılımı, son analizler. Klinik performansınızı anlık takip edin.

🔄

Siklüs Yönetimi

IVF / ICSI / FET / Doğal siklüs tipleri. Her siklüse ait embryoları gruplandırın, skor bazlı sıralama yapın.

🔒 Security

Zero-Trust Architecture

Patient data never leaves the secure envelope

🔐

AES-256-GCM Encryption

Every image and result is encrypted end-to-end. The server processes data in memory only — nothing is stored to disk.

🌐

WebSocket Delivery

Results are pushed back via Phoenix Channels over secure WebSocket — no polling, no exposure, instant delivery.

🏥

HIPAA-Ready Infrastructure

Dedicated EU-hosted servers with process-level isolation, localhost-only inter-service communication, and strict iptables rules.

Ready to Transform Your
Embryo Selection Process?

Join IVF clinics using AI-powered grading to improve patient outcomes.

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