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Paper Citation Record · LEDGER

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices

As of 6 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2604.07780.

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

pith.paper-citation-record.v1
2604.07780 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T01:50:20.311536Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

40 of 40 outbound references displayed

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  • verified fuzzy3
  • unresolved4
  • parse uncertain0
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  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b8167e3-f396-429c-bd4e-05a6b0944302 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 1

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Observation 0df597a6-30c8-4cbf-873c-657405232b27 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 2

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Observation 233c0533-2adc-45d7-939f-4fac12223be3 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 3

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Source-reported events for the cited work

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Observation 3199d0fb-f5f9-4be3-96ee-3137315cc9db · outbound

This paper cites doi:10.1038/s41584-019-0237-3, publisher: Nature Publishing Group.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices doi:10.1038/s41584-019-0237-3, publisher: Nature Publishing Group

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 647f6889-fe3e-4604-bd20-593b84d80cf4 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 5

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This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 6

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Source-reported events for the cited work

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Observation 4f77b16f-5e8e-4b2b-9dd8-26488cd5b2ac · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 7

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Source-reported events for the cited work

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Observation 5711f800-f1b1-4370-9266-307310ba998f · outbound

This paper cites doi:10.1016/j.joca.2021.04.018.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices doi:10.1016/j.joca.2021.04.018

Reference 8

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Observation 1f689112-fa4d-440f-8d4d-98ead7ceae1a · outbound

This paper cites Nakashima, T.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Nakashima, T

Reference 9

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Observation 17fc7897-fb02-40b7-acc4-b4d7ca34b7d7 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 10

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Source-reported events for the cited work

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Observation 14aa678c-fae6-4c80-bc4b-46682bfc9533 · outbound

This paper cites D’Agostino, A.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices D’Agostino, A

Reference 11

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Observation 3bfc68a2-678e-4928-9e2a-15d001650512 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 12

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Source-reported events for the cited work

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Observation 47047c24-8fff-49d1-9ad0-bb25bf40ca15 · outbound

This paper cites Desai, I.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Desai, I

Reference 13

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Source-reported events for the cited work

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Observation ac28bc65-dfe1-477e-a5ea-0ab1b4ae8276 · outbound

This paper cites doi:10.3390/ jimaging5040043, number: 4 Publisher: Multidisciplinary Digital Pub- lishing Institute.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices doi:10.3390/ jimaging5040043, number: 4 Publisher: Multidisciplinary Digital Pub- lishing Institute

Reference 14

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Source-reported events for the cited work

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Observation dc2c3b61-ce81-49d1-b13b-ea9280dea01d · outbound

This paper cites Zhang, E.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Zhang, E

Reference 15

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Source-reported events for the cited work

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Observation 0f54caac-e91d-4f38-93bd-4c4ad7ad2db5 · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 16

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Source-reported events for the cited work

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Observation 18d9cb90-acd3-4d61-a92e-922f9bdbcfe7 · outbound

This paper cites Papernick, R.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Papernick, R

Reference 17

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Observation a2298572-1cda-42a7-93fb-79cf92223044 · outbound

This paper cites Salimi, A.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Salimi, A

Reference 18

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Source-reported events for the cited work

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Observation f82d034a-c072-483a-b477-6e48af711079 · outbound

This paper cites Perez-Sanchez, G.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Perez-Sanchez, G

Reference 19

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Source-reported events for the cited work

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This paper cites URL:https://pmc.ncbi.nlm.nih.gov/articles/ PMC6746898/.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices URL:https://pmc.ncbi.nlm.nih.gov/articles/ PMC6746898/

Reference 20

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This paper cites Rykkje, J.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Rykkje, J

Reference 21

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MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 22

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MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 23

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MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Antico, F

Reference 24

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MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices doi:10.1016/j.ultrasmedbio.2019.10.015, pub- lisher: Elsevier

Reference 25

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This paper cites In: Medical Image Computing and Compute r Assisted In- tervention – MICCAI 2022.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices In: Medical Image Computing and Compute r Assisted In- tervention – MICCAI 2022

Reference 26

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MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata

Reference 27

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This paper cites TinyU-Net: Lighter yet Better U-Net with Cascaded Multi-Receptive Fie lds.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices TinyU-Net: Lighter yet Better U-Net with Cascaded Multi-Receptive Fie lds

Reference 28

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Source-reported events for the cited work

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Observation 86b60ac6-5ec3-4dfb-8323-df99c8b98335 · outbound

This paper cites Hacihaliloglu, R.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Hacihaliloglu, R

Reference 29

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Source-reported events for the cited work

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Observation ce3a6cbe-adf0-43bf-b5cb-379519f7c08f · outbound

This paper cites Hacihaliloglu, R.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Hacihaliloglu, R

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 677e87a3-f316-4250-9d77-25f392f1f373 · outbound

This paper cites nnU-Net: A Self-Configuring Method for Deep Learning-Based Biomedical Image Segmentation.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices nnU-Net: A Self-Configuring Method for Deep Learning-Based Biomedical Image Segmentation

Reference 31

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Source-reported events for the cited work

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Observation f8c1d05f-670d-4696-854b-4b52dc472bdc · outbound

This paper cites nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation

Reference 32

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Source-reported events for the cited work

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Observation 8eed1956-0a4c-4dc2-8792-8df303b3f673 · outbound

This paper cites https://doi.org/10.48550/arXiv.2512.03834, https://arxiv.org/abs/2512.03834.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices https://doi.org/10.48550/arXiv.2512.03834, https://arxiv.org/abs/2512.03834

Reference 33

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malformed identifier
arxiv_id, observed 2026-05-12T01:51:14.795827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation f340926c-370b-4dcb-aa3a-1b13640176be · outbound

This paper cites an unresolved cited work.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Unresolved cited work

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T01:51:13.595331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation d98f1139-c44c-489c-aee9-6155f2bf219c · outbound

This paper cites Hacihaliloglu, R.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Hacihaliloglu, R

Reference 35

Resolution
verified exact
doi, observed 2026-05-12T01:51:13.564925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation c89f83e5-ed88-4f48-86b1-caaeb5b65123 · outbound

This paper cites Decoupled Weight Decay Regularization.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Decoupled Weight Decay Regularization

Reference 36

Resolution
malformed identifier
local_arxiv, observed 2026-05-12T01:51:14.792806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T01:50:20.311536Z digest=sha256:f49298c609e417927cf5ee58ad8c018c7fc9172bea409e81624ab61b13dce800

Observation c097ebd2-8b8e-45f9-a3a7-c1fe3c4df7bb · outbound

This paper cites Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:51:13.604303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T01:50:20.311536Z digest=sha256:e30f690b8f864b27aa5e59fc311862bc63ddff9293820ced54d2cac5b952b0d1

Observation c20ee14b-96e2-435d-aec0-078999dfe11b · outbound

This paper cites CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:51:14.801630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation bfb3d352-d4b2-45b2-9c8e-764b19f080bd · outbound

This paper cites Paszke, S.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Paszke, S

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T16:38:00.178421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T01:50:20.311536Z digest=sha256:7e1dfc78853c9b9672ba630cebc9268b911d918edb6219cf9aca5e1381c438fe

Observation 5499f7a7-4276-46d2-bead-d64a753dc8d8 · outbound

This paper cites Maier-Hein, A.

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices Maier-Hein, A

Reference 40

Resolution
verified exact
doi, observed 2026-05-12T01:51:13.575369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T01:50:20.311536Z digest=sha256:072acd3f534e7ed0e2edf4f116543f31cdb70404ab02b6c5142adf9022ae3479

Pith citing papers

No inbound Pith citation observations are available.