Post by Heather Couture, PhD

From the microns of a tumor to the miles of the Amazon, the quest for a universal vision backbone is rewriting the laws of scientific AI. 🌍🔬 At first glance, a satellite image and a cancer biopsy have nothing in common. One captures the pulse of a continent; the other, the mutations of cells. Yet, both are currently locked in the same high-stakes race: the quest for the definitive "GPT of Vision." In this article, I dive deep into why these two fields are taking radically different paths. Pathology is building massive, alignment-based giants to cut through chemical noise. Earth Observation is a wild frontier of experimental diversity, using reconstruction to master planetary geometry. It’s a story of data silos, a standardization crisis, and a fundamental disagreement over how AI should see the world. Read the full breakdown here: https://lnkd.in/eTZNpVUW #AI #ComputerVision #DigitalPathology #EarthObservation #RemoteSensing #MedicalImaging #FoundationModels #MachineLearning