Lessons learned from deploying imaging AI with the open PACS-AI platform

arXiv:2609.26981 · cs.CV, cs.CY · Submitted 2026-09-22 · Read on arXiv

cs.CV, cs.CY

Submitted: 2026-09-22

Updated: 2026-09-22

Code: https://github.com/HeartWise-AI/pacs-ai-backend

Terminology

Montreal Heart Institute — 8× in this paper
Foundation Model — 4× in this paper · explained in 3 episodes
Accuracy — 3× in this paper · explained in 1 episode
Benchmark — 3× in this paper · explained in 2 episodes
Calibration — 3× in this paper · explained in 7 episodes
Core — 3× in this paper · explained in 2 episodes
Agentic AI — 2× in this paper · explained in 1 episode
External Validation — 2× in this paper · explained in 2 episodes
Foundation Models — 2× in this paper · explained in 7 episodes
Open Health Imaging Foundation — 2× in this paper
alpha — 2× in this paper · explained in 1 episode
nnU-Net — 2× in this paper · explained in 2 episodes
Adam — 1× in this paper · explained in 2 episodes
Failure Modes — 1× in this paper · explained in 3 episodes
Federated Learning — 1× in this paper · explained in 14 episodes
Human-in-the-Loop — 1× in this paper · explained in 3 episodes
Segmentation Masks — 1× in this paper · explained in 2 episodes

Sources

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