Download ubc/module_C/README.md from nvidia/OpenH-RF: direct link, hf CLI and curl.
- Browser
- Download file 17.9 kB
-
https://huggingface.co/datasets/nvidia/OpenH-RF/resolve/refs%2Fpr%2F21/ubc/module_C/README.md
- Command line
-
hf download hf://datasets/nvidia/OpenH-RF@refs/pr/21/ubc/module_C/README.md
-
curl -L -o README.md https://huggingface.co/datasets/nvidia/OpenH-RF/resolve/refs%2Fpr%2F21/ubc/module_C/README.md
pretty_name: OpenH-RF — UBC Module C Fetal Phantom
license: cc-by-4.0
task_categories:
- image-to-image
tags:
- ultrasound
- rf
- b-mode
- beamforming
- fetal-imaging
- phantom
- synthetic
- multimodal
- timeseries
- video
- openh-rf
language:
- en
size_categories:
- 1K<n<10K
UBC Module C
Dataset Description
This dataset contains 3,845 two-dimensional ultrasound frames from two sessions with the Kyoto Kagaku Fetus Ultrasound Examination Phantom “SPACE FAN-ST.” Each frame contains synthetic RF channel data, preserved beamformed IQ, a source-derived B-mode reference, and relative-time links to NDI tracking, BK scanner viewport video, and Intel RealSense video.
The RF channels were simulated from already beamformed and compounded BK3500 IQ using a custom scatterer model and assumed transmit/receive geometry. They are not measured pre-beamforming channels. Modalities have temporal synchronization only; no validated spatial registration is supplied.
Dataset Contributors
- Organization: The University of British Columbia (UBC), Department of Electrical and Computer Engineering and School of Biomedical Engineering.
- Dataset-preparation contact: Zongze Li, zongze@student.ubc.ca.
- Contributors: Septimiu E. Salcudean, Robert Rohling, Qi Zeng, Tajwar Abrar Aleef, Hamid Moradi, Mohammad Honarvar, Wanwen Chen, Zijian Wu, Yuxin Chen, Yu Chung Lee, Zongze Li, Patrick Boyan Chen, and Michael Frew.
Dataset Creation Date
- Physical phantom acquisition: 06/12/2026.
- Release preparation: 09/08/2026.
License / Terms of Use
The dataset is licensed under Creative Commons Attribution 4.0 International
(CC BY 4.0) (https://creativecommons.org/licenses/by/4.0/). The HDF5 metadata/credit field carries
the following attribution with the contributor names and contact listed above:
University of British Columbia OpenH-RF contributors (2026). UBC Module C: Synthetic Channel Proxy and Multimodal Fetal Phantom Ultrasound. OpenH-RF. CC BY 4.0.
Intended Usage
Research uses include synthetic RF-to-B-mode reconstruction, denoising, super-resolution, fetal-phantom scan-plane assessment, and temporally aligned multimodal learning. The dataset is for research and technical evaluation, not clinical diagnosis. Source-derived reference images are not independent physical ground truth for the simulated channels.
Dataset Characterization
- Collection: Phantom ultrasound and simultaneous room-camera and tracking recordings, followed by deterministic synthetic-channel generation.
- Acquisition system: BK3500 ultrasound; NDI Tool-2 tracked-marker poses; NDI Tool-1 reference-tool poses; Intel RealSense RGB, left/right infrared, and encoded depth video.
- Labels: Source indices, synchronization validity flags, and simulation provenance. No manual fetal-structure segmentations or verified phantom configuration labels are supplied.
- Simulation framework: Custom NumPy/SciPy scatterer forward model using
four-point fractional delays, pulse filtering, frame-specific noise, and
int16quantization. Session 1 preserves its original amplitudes and shared random draws, with scatterer depths evaluated on each frame's source IQ axial grid. Session 2 uses fixed deterministic positions and reflectivity draws for the session, with frame amplitudes derived from its IQ envelope. No two-channel proxy data are included as equivalent RF measurements.
Ultrasound and synthetic-channel parameters
| Parameter | Value | Status |
|---|---|---|
| Frames | 3,845 | Two sessions; one per matched BK/RealSense frame |
| Focused transmit events per frame | 248 | Stored in each zea file |
| Receive elements | 192 | Synthetic assumption |
| Axial RF samples per trace | 3,153 | Includes 300 zero-tail samples |
| RF components | 1 real component | Stored as int16 |
| Sampling frequency | 15 MHz | Stored zea scan parameter |
| Center/demodulation frequency | 3.75 MHz | Stored zea scan parameter |
| Assumed sound speed | 1,540 m/s | Stored zea scan parameter |
| Assumed element pitch | 0.2 mm | Synthetic geometry assumption |
| Assumed nominal aperture | 38.4 mm | 192 elements × 0.2 mm |
| Element width / height | 0.18 mm / 5.0 mm | Synthetic model |
| Assumed transmit focus | 98 mm | Copied from source scan metadata |
| RF trace duration | 210.2 µs | Stored raw-data attribute |
| Zero-amplitude tail | 20 µs / 300 samples | Stored raw-data attributes |
| Target maximum magnitude | 26,000 counts | Below int16 full scale |
The element geometry and dimensions are simulation assumptions, not measured probe specifications. The relationship between the recorded 98-mm focus and the proprietary scanner transmit law is unknown.
Dataset Format
Each zea HDF5 file contains one frame and is written with zea 0.1.5.
The writer-version field describes serialization,
not processing speed. Source IQ and its display reference are under
/custom/source_provenance.
Package layout
| Path | Contents |
|---|---|
acquisitions/session_01/session_01_fNNNN.hdf5 |
Selected source frames 0055–2586; gaps are intentional |
acquisitions/session_02/session_02_fNNNN.hdf5 |
Selected source frames 0001–5017; gaps are intentional |
source_bmode/session_XX/ |
BK viewport MP4 video |
external_camera/session_XX/ |
RealSense MP4 video |
pipeline.yaml |
Shared reconstruction configuration for both sessions |
session_XX denotes session_01 or session_02. All public identifiers are
neutral session labels. HDF5 source_file values identify private source
container aliases, not downloadable package files; the source IQ is embedded
in each sample. This HF release includes HDF5 files, this card, the pipeline
configuration, and the source BK viewport and RealSense MP4 videos.
Composite review videos, standalone scripts, timing/tracking tables,
calibration sidecars, and validation reports are not included. References
inside unchanged HDF5 metadata may identify sidecars from the source package
that are not available in this release.
Timestamp conventions
All acquisition timestamps are session-relative. Absolute wall-clock times
are intentionally withheld for de-identification. IQ, BK viewport, NDI
reference-tool, and RealSense host times are relative to the first source IQ
frame of their own session, even when that frame is excluded from the release. RealSense device time is relative to its first camera frame.
Negative host-relative camera times can precede the first IQ frame.
Each one-frame zea probe-pose timestamp is locally zero, with session-relative
IQ time stored separately in /custom/synchronization.
Use alignment indices and validity flags, not video frame rate alone, to link modalities. The HDF5 Tool-2 previous/next/recorded-last indices address the status-zero subset of the source tracking records. Tool-1 reference indices address the full source reference-tool records. These standalone tables are not included in this HF release. MP4 playback time is an encoded presentation timeline, not an acquisition clock; use the per-frame synchronization metadata retained in HDF5.
Dataset Quantification
| Quantity | session_01 | session_02 | Total |
|---|---|---|---|
| Retained ultrasound frames / HDF5 files | 1,339 | 2,506 | 3,845 |
| Original ultrasound frames | 2,613 | 5,019 | 7,632 |
| Excluded unmatched or repeated video associations | 1,274 | 2,513 | 3,787 |
| Retained source frame range (with gaps) | 55–2586 | 1–5017 | Original frame numbers preserved |
| Retained IQ time span (s) | 1.063–52.681 | 0.018–93.757 | Separate source-session origins |
| BK viewport video frames | 1,582 | 2,798 | 4,380 |
| Frames per RealSense stream | 1,591 | 3,677 | 5,268 |
| Valid BK / NDI Tool-2 / NDI Tool-1 / RealSense links | 1,339 each | 2,506 each | 3,845 each |
Frame selection: Every retained ultrasound frame has a valid BK video link, RealSense video link, interpolated NDI Tool-2 pose, and NDI Tool-1 reference link. Each BK frame and each RealSense frame is associated with at most one retained ultrasound frame. Selection maximizes the number of chronological matches, then minimizes the sum of absolute BK/RealSense timing offsets; source frame order breaks remaining ties. Original frame indices, relative times, and noise seeds are preserved. HDF5 files contain only retained ultrasound frames; videos retain their full temporal context.
HDF5 storage: session_01: 205,236,518,547 bytes (191.14 GiB); session_02: 388,206,776,234 bytes (361.55 GiB). Total: 593,443,294,781 bytes (552.69 GiB). Files use lossless compression.
Splits: None supplied. Neighboring frames and the two sessions share a phantom and acquisition setting. Split by session for temporal separation; this does not establish generalization to different phantoms or patients.
Per-sample feature table
| Name | Shape | Dtype | Units | Description |
|---|---|---|---|---|
/tracks/track_0/data/raw_data |
(1, 248, 3153, 192, 1) |
int16 |
scaled ADC-like counts | Synthetic real-RF channel tensor ordered as frame, transmit, axial sample, receive element, RF component |
/tracks/track_0/data/image/values |
(1, 704, 248, 1) |
uint8 |
display gray level | Stored source-derived reference image; not used as a reconstruction input |
/tracks/track_0/data/image/coordinates |
(704, 248, 3) |
float32 |
m | Cartesian coordinate for each stored reference-image pixel |
/probe/probe_geometry |
(192, 3) |
float32 |
m | Assumed synthetic receive-element positions |
/tracks/track_0/scan/tx_apodizations |
(248, 192) |
float32 |
unitless | Assumed transmit apodization per event and element |
/tracks/track_0/scan/t0_delays |
(248, 192) |
float32 |
s | Assumed transmit delay per event and element |
/tracks/track_0/scan/transmit_origins |
(248, 3) |
float32 |
m | Transmit-beam origins |
/tracks/track_0/scan/focus_distances |
(248,) |
float32 |
m | Focus distance for each transmit event |
/tracks/track_0/scan/azimuth_angles |
(248,) |
float32 |
rad | Azimuth angle for each scanline |
/tracks/track_0/scan/initial_times |
(248,) |
float32 |
s | ADC start time for each transmit event |
/tracks/track_0/scan/tgc_gain_curve |
(3153,) |
float32 |
unitless | Stored time-gain-compensation curve |
/metadata/probe_pose/translation |
(1, 3) |
float32 |
m | Interpolated NDI Tool-2 marker translation; not a calibrated probe-tip pose |
/metadata/probe_pose/rotation |
(1, 4) |
float32 |
unitless | NDI Tool-2 marker quaternion in xyzw order |
/metadata/probe_pose/timestamps |
(1,) |
float32 |
s | Locally rebased one-frame pose time; session-relative IQ time is stored separately |
/custom/source_provenance/source_beamformed_iq |
(N_IQ, 248, 2) |
float32 |
arbitrary | Preserved source beamformed and compounded IQ; axial sample count varies by frame |
/custom/source_provenance/source_bmode_normalized |
(704, 248) |
float32 |
normalized intensity | Source IQ envelope displayed over −50 to 0 dB |
/custom/source_provenance/imaging_depth_m |
() |
float32 |
m | 0.14-m depth read by reconstruction |
/custom/simulation/scatterer_positions |
(95232, 3) |
float32 |
m | Synthetic coordinates; source-grid-dependent in session 1, fixed across session 2 |
/custom/simulation/scatterer_magnitudes |
(95232,) |
float32 |
arbitrary | Signed synthetic scatterer magnitudes |
/custom/simulation/simulation_settings |
(11,) |
float64 |
mixed | Element, transmit, scatterer, aperture, focus, timing, scaling, and seed settings; ordering is documented in the dataset attribute |
/custom/synchronization/* |
scalar or small vector | mixed | s, ms, rad, m, index, or unitless | Relative-time frame links, validity flags, NDI poses, source-frame fields, and deterministic simulation seeds |
/custom/session_calibration/image_t_tracker |
(4, 4) |
float64 |
translation in mm; linear-block units unconfirmed | Source-supplied transform; direction and spatial registration unconfirmed |
N_IQ is 1,824, 1,840, or 1,888, as recorded per frame in
/custom/synchronization/source_valid_axial_samples. The synthetic RF tensor
has a fixed 3,153 axial samples regardless of source IQ length.
Scalar zea fields additionally store the 15-MHz sampling frequency, 3.75-MHz center and demodulation frequencies, and 1,540-m/s sound speed. Dataset-level attributes provide descriptions and units for individual fields.
Camera representation and calibration
RGB and left/right IR are privacy crops, independently reviewed for each
session: x=320, y=200, width=720, height=520 from 1280 × 720 source frames.
All source frames and their order are retained at 30 encoded fps. Crop-adjusted
principal points satisfy cx_crop = cx_source − 320 and
cy_crop = cy_source − 200; focal lengths, distortion coefficients, and
inter-camera extrinsics are unchanged. Depth remains an uncropped encoded
preview. Standalone calibration and crop-check sidecars are not included in
this HF release.
Data Validation
Reconstruction
The contributor reports validation with Python 3.12, zea 0.1.5, and a
CUDA 12.8 / PyTorch configuration. The retained pipeline.yaml records the
shared reconstruction configuration; the standalone reconstruction entry
point and its dependency file are not included in this HF release.
The contributor's reconstruction reads synthetic raw_data, zea scan/probe parameters, and
imaging depth. zea's native aligned scanline DAS uses exactly one transmit per
scanline, followed by envelope detection, normalization, log compression, and
the documented display conversion. Source IQ, stored B-mode, and videos are
not reconstruction inputs. Prepared pipelines are reused only for matching
scan/probe parameters and precision/device settings.
The contributor's mixed-precision qualification compares against float32, using float32 if scanline RMSE exceeds 0.001 dB or maximum difference exceeds 0.05 dB. This describes the contributor's validation, not a runnable command included in this release. The contributor reports reconstruction of 90 frames across the two sessions, with four endpoints shared with a six-frame precision comparison. This does not imply that every RF file has been reconstructed.
Software references
- Harris, C. R., et al. (2020). Array programming with NumPy. Nature, 585, 357–362.
- Virtanen, P., et al. (2020). SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods, 17, 261–272.
- Stevens, T. S. W., et al. (2026). zea: A Toolbox for Cognitive Ultrasound Imaging. Journal of Open Source Software, 11(121), 9881. See also the zea operations documentation.
Subject Metadata
- Subject type: Phantom; no human patient or animal subject.
- Phantom: Kyoto Kagaku Fetus Ultrasound Examination Phantom “SPACE FAN-ST.”
- Stable HDF5 subject ID:
Kyoto-Kagaku-SPACE-FAN-STin both sessions. - Sessions:
session_01andsession_02, recorded separately from subject ID. - Anatomical region: Fetal ultrasound training phantom within an abdominal model.
- Demographics/pathology: Not applicable. No verified phantom configuration label.
Known Issues
- Synthetic provenance: Already beamformed IQ cannot recover original element-level receive signals. RF and source-derived B-mode share source information; similarity is not independent physical validation.
- Unverified acquisition geometry: The synthetic geometry is assumed. Scanner transmit law, receive aperture, RF time-zero, and proprietary compound/multibeam processing are unavailable.
- Display approximation: Scan conversion uses a 31.1-mm display aperture, ±14.96° scanline range, virtual apex, and 4% black border. This differs from the 38.4-mm synthetic receive aperture and does not alter DAS delays.
- Spatial registration: Probe/tool poses and ultrasound/cameras are
temporally synchronized only, not spatially registered. The source-supplied
image_t_trackermatrix has an unconfirmed transform direction. No camera-to-NDI or camera-to-ultrasound transform, calibrated probe-tip mapping, or phantom-anatomical registration is supplied. NDI axis interpretation is unverified. RealSense inter-camera calibration does not establish those mappings. - Camera encoding: RGB/IR are lossy H.264 crops. Depth is an H.264 display preview, not lossless metric Z16 depth.
- Identical infrared views: Within each session, source IR-left/right are byte-identical, as are their cropped derivatives. They are not independent stereo views; supplied stereo extrinsics do not resolve this source limitation.
Ethical Considerations
Ultrasound content is phantom and simulation data, with no patient records, demographics, or animal subjects. Patient consent, human-subject IRB approval, and animal-welfare review are not applicable to that content.
Room-camera recordings originally captured people. Released RGB/IR crops retain hands/forearms but exclude faces and the wider room. Uncropped RGB/IR, audio, original source identifiers, absolute acquisition clocks, and local filesystem paths are excluded. The camera review fully decoded all ten retained streams, inspected 48 distributed frames per stream, and reviewed every face-detector hit. The contributor reports that the reviewed hits were false positives and no faces were visible in the crops. The underlying review records are not included in this HF release.