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unc-openpros: add the card frontmatter and the hero image

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The card had no YAML frontmatter, so the Hub rendered neither the license badge nor the search facets, and it opened with prose while assets/main.png (added by this PR) sat unreferenced.

- Frontmatter in the house shape: pretty_name as "OpenH-RF - ...", the cc-by-4.0 license the body already states, image-to-image for waveforms-to-SOS, the standard ultrasound/rf/openh-rf tags, and 100K<n<1M for the 282,720 acquisitions (248 files x 1,140).
- Hero image under the title, per the gold-standard opening in tue-carotid, captioned with the source file and the script that renders it. The relative assets/main.png link resolves once this PR is merged into main.

Matches https://github.com/tristan-deep/OpenH-RF/pull/25.

Files changed (1) hide show
  1. unc-openpros/README.md +27 -0
unc-openpros/README.md CHANGED
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  # OpenPros - Limited-View Prostate Ultrasound Computed Tomography
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  ## Dataset Description
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  [OpenPros](https://open-pros.github.io/) is a large-scale benchmark for limited-view prostate ultrasound computed tomography (USCT). Each example pairs simulated full-waveform RF data from transabdominal and transrectal acquisition paths with an anatomically realistic two-dimensional speed-of-sound (SOS) map. The source OpenPros phantoms are derived from expert-annotated clinical MRI/CT anatomy and experimental measurements of ex vivo prostate specimens; the RF measurements in this package are simulated rather than acquired in vivo. The intended research task is quantitative SOS reconstruction from limited-angle ultrasound data.
 
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+ ---
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+ pretty_name: "OpenH-RF — OpenPros Limited-View Prostate USCT"
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+ license: cc-by-4.0
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+ task_categories:
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+ - image-to-image
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+ tags:
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+ - ultrasound
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+ - rf
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+ - openh-rf
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+ - prostate
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+ - usct
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+ - speed-of-sound
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+ - full-waveform-inversion
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+ - simulation
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+ language:
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+ - en
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+ size_categories:
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+ - 100K<n<1M
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+ ---
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+
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  # OpenPros - Limited-View Prostate Ultrasound Computed Tomography
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+ ![Speed-of-sound map of a prostate slice, predicted by InversionNet](assets/main.png)
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+
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+ Speed of sound predicted from the limited-view waveform data of the first acquisition in
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+ [`data/3_04_P_prostate_51.hdf5`](https://huggingface.co/datasets/nvidia/OpenH-RF/blob/main/unc-openpros/data/3_04_P_prostate_51.hdf5),
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+ rendered by [`reconstruct.py`](https://github.com/open-h/OpenH-RF/blob/main/datasets/unc-openpros/reconstruct.py)
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+ with the pretrained OpenPros InversionNet. See **Data Validation** below.
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+
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  ## Dataset Description
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  [OpenPros](https://open-pros.github.io/) is a large-scale benchmark for limited-view prostate ultrasound computed tomography (USCT). Each example pairs simulated full-waveform RF data from transabdominal and transrectal acquisition paths with an anatomically realistic two-dimensional speed-of-sound (SOS) map. The source OpenPros phantoms are derived from expert-annotated clinical MRI/CT anatomy and experimental measurements of ex vivo prostate specimens; the RF measurements in this package are simulated rather than acquired in vivo. The intended research task is quantitative SOS reconstruction from limited-angle ultrasound data.