~/lightning

How DeepInverse Is Solving Imaging in Science and H...

Lightningat PyTorch Conference Europe 2026 · 2026-04-07..04-08· [machine-learning]
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Claim that imaging is the bottleneck in computer vision and present a usable stack: DeepInverse PyTorch library ties physics models, differentiable ops and physics‑informed losses to deep nets and diffusion samplers. Demonstrations include accelerating brain MRI, reducing CT radiation and even imaging black holes via notebooks; microscope data scale hits 10,000³ voxels and clinical scanners process only tens of patients per day. Integrations with Hugging Face, a community hackathon, an ICLR paper and the Prix Science Ouverte 2024 show components working in practice.

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