--- title: Adaptive Ultrasound Imaging with Physics-Informed... description: NVIDIA and Siemens Healthineers have developed NV-Raw2Insights-US, an AI model that learns directly from raw ultrasound channel data rather than reconstructed... canonical: https://daily.dev/posts/adaptive-ultrasound-imaging-with-physics-informed-nv-raw2insights-us-ai-e3xwbjiil twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Adaptive Ultrasound Imaging with Physics-Informed NV-Raw2Insights-US AI | daily.dev og:description: NVIDIA and Siemens Healthineers have developed NV-Raw2Insights-US, an AI model that learns directly from raw ultrasound channel data rather than reconstructed... og:url: https://daily.dev/posts/adaptive-ultrasound-imaging-with-physics-informed-nv-raw2insights-us-ai-e3xwbjiil og:image: https://api.daily.dev/og/posts/E3xwbJIil.png og:image:alt: Adaptive Ultrasound Imaging with Physics-Informed NV-Raw2Insights-US AI og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Adaptive Ultrasound Imaging with Physics-Informed NV-Raw2Insights-US AI **[Hugging Face](https://daily.dev/sources/huggingface)** · 5 min read · 0 upvotes · 0 comments ## Summary NVIDIA and Siemens Healthineers have developed NV-Raw2Insights-US, an AI model that learns directly from raw ultrasound channel data rather than reconstructed images. The model estimates patient-specific speed-of-sound maps to enable adaptive image focusing in real time, replacing traditional hand-engineered beamforming pipelines that make simplifying physics assumptions. Deployment uses NVIDIA Holoscan Sensor Bridge with an FPGA to stream raw data from existing ultrasound scanners via DisplayPort, then runs inference on Blackwell-class GPUs. The architecture is modular, allowing future AI models to be integrated without hardware changes. Model weights, dataset, and code are publicly available on GitHub and Hugging Face. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [From Scan to Treatment Plan, AI Helps Close Breast Cancer’s Deadliest Gaps](https://daily.dev/posts/from-scan-to-treatment-plan-ai-helps-close-breast-cancer-s-deadliest-gaps-m9dlftop9) · NVIDIA · 0 upvotes · 0 comments - [Advancing Explainable AI in Radiology Research with NVIDIA Clara Reason](https://daily.dev/posts/advancing-explainable-ai-in-radiology-research-with-nvidia-clara-reason-y0svrm8rd) · NVIDIA Developer · 0 upvotes · 0 comments - [Augmented reality system could make medical ultrasounds easier to interpret](https://daily.dev/posts/augmented-reality-system-could-make-medical-ultrasounds-easier-to-interpret-bwdhjdehm) · MIT News · 0 upvotes · 0 comments - [The Rise of Physical AI for Healthcare Robotics](https://daily.dev/posts/the-rise-of-physical-ai-for-healthcare-robotics-qyfl9vmus) · Hugging Face · 0 upvotes · 0 comments --- Tags: [#deep-learning](https://daily.dev/tags/deep-learning), [#nvidia](https://daily.dev/tags/nvidia) [View this post on daily.dev](https://daily.dev/posts/adaptive-ultrasound-imaging-with-physics-informed-nv-raw2insights-us-ai-e3xwbjiil) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Adaptive Ultrasound Imaging with Physics-Informed NV-Raw2Insights-US AI","url":"https://daily.dev/posts/adaptive-ultrasound-imaging-with-physics-informed-nv-raw2insights-us-ai-e3xwbjiil","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/adaptive-ultrasound-imaging-with-physics-informed-nv-raw2insights-us-ai-e3xwbjiil"},"datePublished":"2026-04-28T00:29:31.719Z","dateModified":"2026-04-28T00:29:54.532Z","description":"NVIDIA and Siemens Healthineers have developed NV-Raw2Insights-US, an AI model that learns directly from raw ultrasound channel data rather than reconstructed...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/6cc3082b1979c30b33dd1734738e1e13?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/6cc3082b1979c30b33dd1734738e1e13?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Hugging Face","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Hugging Face","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/f1f55c67d81a4330acf5b90b26b0c8e1","url":"https://daily.dev/sources/huggingface"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/adaptive-ultrasound-imaging-with-physics-informed-nv-raw2insights-us-ai-e3xwbjiil","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"deep-learning,nvidia","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Hugging Face","item":"https://daily.dev/sources/huggingface"},{"@type":"ListItem","position":3,"name":"Adaptive Ultrasound Imaging with Physics-Informed NV-Raw2Insights-US AI"}]} ```