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Paper Citation Record · LEDGER

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging

As of 20 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2502.00524.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.00524 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T18:43:55.004141Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

  • verified exact2
  • verified fuzzy28
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dbbb9262-c55a-4cc5-9848-0073a4f8c147 · outbound

This paper cites Wiener beamforming and the coherence factor in ultrasound imaging,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Wiener beamforming and the coherence factor in ultrasound imaging,

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 80f5eab2-c937-4005-8203-ffc0049a9eab · outbound

This paper cites iMAP beam- forming for high-quality high frame rate imaging,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging iMAP beam- forming for high-quality high frame rate imaging,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.523683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 534b6154-d61c-4f38-8617-5345d851f516 · outbound

This paper cites High-resolution frequency-wavenumber spectrum analysis,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging High-resolution frequency-wavenumber spectrum analysis,

Reference 3

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unresolved
no resolver link, observed 2026-08-09T18:43:54.859810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 547284cc-664c-44fc-a288-77cc60d02e21 · outbound

This paper cites Deep learning in ultrasound imaging,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep learning in ultrasound imaging,

Reference 4

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no resolver link, observed 2026-08-09T18:43:54.864688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:43:54.864688Z digest=sha256:3eff16ff76c88a91feedf33b9d2b18bfb8e72466597e41835d99c23239145a56

Observation b46701ca-ff94-4cb2-ae9d-ec42aced2872 · outbound

This paper cites A survey on deep learning in medical ultrasound imaging,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging A survey on deep learning in medical ultrasound imaging,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.488786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b2d9a1db-7a53-4f94-bcd3-69046a375ce0 · outbound

This paper cites Deep learning for ultrasound image formation: CUBDL evaluation framework and open datasets,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep learning for ultrasound image formation: CUBDL evaluation framework and open datasets,

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 85d7f74e-6b52-4cec-b70e-7520dbd768a8 · outbound

This paper cites Efficient B-mode ultrasound image reconstruction from sub-sampled RF data using deep learning,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Efficient B-mode ultrasound image reconstruction from sub-sampled RF data using deep learning,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.459139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 033e5c80-d463-4c1d-8cbf-55988c08cf93 · outbound

This paper cites Adaptive ultrasound beamforming using deep learning,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Adaptive ultrasound beamforming using deep learning,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.444833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1ee7226a-05d3-47cb-b6bb-82b9e543cbc6 · outbound

This paper cites Deep learning-based universal beam- former for ultrasound imaging,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep learning-based universal beam- former for ultrasound imaging,

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.429773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c9199958-71d3-4f19-8918-0cce4949a163 · outbound

This paper cites Adaptive and compressive beamforming using deep learning for medical ultrasound,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Adaptive and compressive beamforming using deep learning for medical ultrasound,

Reference 10

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 5982f0d4-182f-4119-a060-ecae94dad8ed · outbound

This paper cites Switchable and tunable deep beamformer using adaptive instance normalization for medical ultrasound,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Switchable and tunable deep beamformer using adaptive instance normalization for medical ultrasound,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.401630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2b0b2fbd-e179-41ea-9d83-0648f5f1ba7d · outbound

This paper cites Beamforming with deep learning from single plane wave RF data,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Beamforming with deep learning from single plane wave RF data,

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.386116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 72391b0e-9eb6-4d4e-a729-4f4870fcf8e6 · outbound

This paper cites A conditional adversarial network for single plane wave beamforming,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging A conditional adversarial network for single plane wave beamforming,

Reference 13

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 92d535f5-851e-4cc8-8e8e-457d49aadac3 · outbound

This paper cites High resolution plane wave compounding through deep proximal learning,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging High resolution plane wave compounding through deep proximal learning,

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.357586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.911474Z digest=sha256:87b448b5abb9e85622c26dde48bbd126b98ac9a66a6e99c00ebadf84047646c6

Observation 8c99c67a-2059-47d7-bede-d6ae033380f1 · outbound

This paper cites Single Plane-Wave Imaging using Physics-Based Deep Learning.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Single Plane-Wave Imaging using Physics-Based Deep Learning

Reference 15

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verified exact
local_arxiv, observed 2026-08-09T18:43:55.099814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation fbf97fe5-abfe-404e-8ba3-ecf23cf8cad4 · outbound

This paper cites Plane-wave image recon- struction via generative adversarial network and attention mechanism,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Plane-wave image recon- struction via generative adversarial network and attention mechanism,

Reference 16

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.920807Z digest=sha256:6a19066f879551675ada68e3385b7240d5ac0cdf7dd2c9f1321b09541f0e762a

Observation 7c0d64c4-121e-4a1d-ba9c-4dbdb4c04d49 · outbound

This paper cites Training deep network ultrasound beamformers with unlabeled in vivo data,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Training deep network ultrasound beamformers with unlabeled in vivo data,

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.328187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 006267ef-b952-44d7-9c07-8e007518f877 · outbound

This paper cites End-to-End Learning-Based Ultrasound Reconstruction.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging End-to-End Learning-Based Ultrasound Reconstruction

Reference 18

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unresolved
no resolver link, observed 2026-08-09T18:43:54.929965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c5475901-ddf6-4e6f-b7b8-7320700dcf16 · outbound

This paper cites Improving image quality for single-angle plane wave ultrasound imaging with convolutional neural network beamformer,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Improving image quality for single-angle plane wave ultrasound imaging with convolutional neural network beamformer,

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.313615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.934882Z digest=sha256:ce98a768eba1c96ea50b69a5eb2906211e4e4367247e8bd9b6a01ef7e97544cb

Observation 509eee0d-8cbe-4df0-8dc8-a2fe1fdd2233 · outbound

This paper cites Phase Aberration Robust Beamformer for Planewave US Using Self-Supervised Learning.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Phase Aberration Robust Beamformer for Planewave US Using Self-Supervised Learning

Reference 20

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verified exact
local_arxiv, observed 2026-08-09T18:43:55.061055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.939332Z digest=sha256:e5385445038dca30459fff2c329b485e860e6b09aaf1ccc1b9a46430e758073f

Observation cf9340a9-7ae7-4521-9f16-329fce043563 · outbound

This paper cites Towards fast region adaptive ultrasound beamformer for plane wave imaging using convolutional neural networks,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Towards fast region adaptive ultrasound beamformer for plane wave imaging using convolutional neural networks,

Reference 21

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raw_fallback, observed 2026-08-09T18:43:55.298910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1575d6f7-9edc-4e0a-8463-813b65860c14 · outbound

This paper cites Deep learning for accelerated ultrasound imaging,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep learning for accelerated ultrasound imaging,

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.284027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e6f3b462-7484-42a7-9d52-0ed1cb4db64a · outbound

This paper cites Deep neural networks for ultrasound beamforming,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep neural networks for ultrasound beamforming,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.268766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.953270Z digest=sha256:46f998ff5890c3686ddd79b23ae11412c9dfb0d150d17dfe829dac4bb63cee40

Observation 9e72a2d1-0513-44c3-a1da-06afdebc3af2 · outbound

This paper cites Deep unfolded recovery of sub- Nyquist sampled ultrasound images,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep unfolded recovery of sub- Nyquist sampled ultrasound images,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.253829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.957502Z digest=sha256:01b8da98d92e4f1a1e4a41aa814279b6b67e01b56bf6a38c9b03e05698e674ce

Observation bc0dfaf7-87f3-404f-a403-6a103fc0bc8c · outbound

This paper cites Deep-learning based adaptive ultrasound imaging from sub-Nyquist channel data,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep-learning based adaptive ultrasound imaging from sub-Nyquist channel data,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.239176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 302d3938-c515-4c9d-8df3-135c171a1df7 · outbound

This paper cites Deep learning to obtain simultaneous image and segmen- tation outputs from a single input of raw ultrasound channel data,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep learning to obtain simultaneous image and segmen- tation outputs from a single input of raw ultrasound channel data,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.224104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2c78ba34-8ce4-41d8-aca5-75985d34e80a · outbound

This paper cites Generalization of a deep learning network for beamforming and seg- mentation of ultrasound images,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Generalization of a deep learning network for beamforming and seg- mentation of ultrasound images,

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.209018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1f38b3ef-5614-4a14-8851-4a6130abe38a · outbound

This paper cites A unified deep network for beamforming and speckle reduction in plane wave imaging: A simulation study,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging A unified deep network for beamforming and speckle reduction in plane wave imaging: A simulation study,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.194351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 855152b8-3d10-43dc-826a-73212d4b2adf · outbound

This paper cites Reverbera- tion noise suppression in ultrasound channel signals using a 3d fully convolutional neural network,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Reverbera- tion noise suppression in ultrasound channel signals using a 3d fully convolutional neural network,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.178589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.980292Z digest=sha256:4284a9cc264632dde176a3475f05b19e3cdf9ee032373ee87b68739df826c0c6

Observation b4f2aecf-8438-4b9a-919f-9a6ab6668940 · outbound

This paper cites Deep unfolded robust pca with application to clutter suppression in ultrasound,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Deep unfolded robust pca with application to clutter suppression in ultrasound,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.163201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.984921Z digest=sha256:f85f65259eb3fe5c92a60d7e41386d001e625bc596626650694d532833bb041e

Observation a7b4ba5a-a863-41b9-8b51-12d22d5c6471 · outbound

This paper cites End-to-end learning-based ultrasound reconstruction,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging End-to-end learning-based ultrasound reconstruction,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.147322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4ab69769-51db-4b0d-955d-bc88a0aa5eb0 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Image quality assessment: from error visibility to structural similarity,

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.131183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T18:43:54.994087Z digest=sha256:64d052e205893f1a2eea9e9f37b7f0de611f09d1ed6bb2ac6e551429ca194c7b

Observation c44e5ebc-dbe0-428b-a973-fb3d5b4a54da · outbound

This paper cites Speckle simulation based on b-mode echographic image acquisition model,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Speckle simulation based on b-mode echographic image acquisition model,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T18:43:55.115921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 78a522b8-0267-44d4-8b2f-b1952f8b3798 · outbound

This paper cites Specaugment: A simple data augmentation method for automatic speech recognition,.

Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging Specaugment: A simple data augmentation method for automatic speech recognition,

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