Paper Citation Record · LEDGER

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI

As of 15 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2412.11849.

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

pith.paper-citation-record.v1
2412.11849 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:34:20.072115Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy20
unresolved10
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7b4f5431-9b28-4bb3-987b-05bbcfeea515 · outbound

This paper cites an unresolved cited work.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:34:21.128821Z

Source-reported events for the cited work

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Observation 2063996e-6a65-4376-865d-a00ffa90e08f · outbound

This paper cites All reported values were computed by the online evaluation platform Synapse.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI All reported values were computed by the online evaluation platform Synapse

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.991220Z

Source-reported events for the cited work

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Observation 6fd70f1f-2d08-461a-88fd-62f184b8d3e7 · outbound

This paper cites an unresolved cited work.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:34:20.892150Z

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Observation 739d586a-1be8-4980-b3dd-6154c788e497 · outbound

This paper cites WT” Denotes Whole Tumor, “ET.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI WT” Denotes Whole Tumor, “ET

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:21.021099Z

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Observation e6728aff-f855-498d-b859-573efd8217a4 · outbound

This paper cites Scientific Data 4, (2017).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Scientific Data 4, (2017)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.723998Z

Source-reported events for the cited work

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Observation a2414dc3-1d33-4e02-86d6-44ad8858135c · outbound

This paper cites In the BraTS-GLI dataset, SPARC showed a robust ability to segment brain tumors, with an average lesion-wise DSC of 0.84 and lesion-wise HD95 of 28.91.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI In the BraTS-GLI dataset, SPARC showed a robust ability to segment brain tumors, with an average lesion-wise DSC of 0.84 and lesion-wise HD95 of 28.91

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.964914Z

Source-reported events for the cited work

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Observation 32f1f5b3-6713-4129-9ba8-065884eef157 · outbound

This paper cites Tumor labels are Edema in yellow (ED), Enhancing Tumor in green (ET), and Non-enhancing Component (NC) in red.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Tumor labels are Edema in yellow (ED), Enhancing Tumor in green (ET), and Non-enhancing Component (NC) in red

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.926909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b9cc9c7a-cdbd-49b7-a845-5d79eaa05a06 · outbound

This paper cites The cancer imaging archive 286, (2017).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI The cancer imaging archive 286, (2017)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.632761Z

Source-reported events for the cited work

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Observation 5af2fd17-5723-494e-a5e2-1ddafbdea18d · outbound

This paper cites Despite the promising results, challenges remain, such as optimizing post-processing strategies to balance the trade-off between false positives and true positives.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Despite the promising results, challenges remain, such as optimizing post-processing strategies to balance the trade-off between false positives and true positives

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.851573Z

Source-reported events for the cited work

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Observation 692e71e6-003a-44ce-85dc-52c10c556d74 · outbound

This paper cites removing.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI removing

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:21.100981Z

Source-reported events for the cited work

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Observation 3a089565-54ed-4997-81ff-e3d9628077cf · outbound

This paper cites an unresolved cited work.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:34:20.817297Z

Source-reported events for the cited work

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Observation faedb363-5b6a-4c39-af5d-be66d81ec2b1 · outbound

This paper cites The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T14:34:19.881159Z

Source-reported events for the cited work

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Observation 0d96df49-47ba-4df8-b741-bc88f382617d · outbound

This paper cites an unresolved cited work.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:34:21.074820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5ec4de0b-c5da-41f8-a593-c857890492f1 · outbound

This paper cites Cancer 128, 47-58 (2021).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Cancer 128, 47-58 (2021)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.768727Z

Source-reported events for the cited work

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Observation 33ccbbf5-d89b-40ae-85ed-8f632db30c7e · outbound

This paper cites IEEE Transactions on Medical Imaging 34, 1993-2024 (2015).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI IEEE Transactions on Medical Imaging 34, 1993-2024 (2015)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.749158Z

Source-reported events for the cited work

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Observation 97df77ed-d9be-4369-aff0-3ab95994855d · outbound

This paper cites Nature Machine Intelligence 5, 799-810 (2023).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Nature Machine Intelligence 5, 799-810 (2023)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.698117Z

Source-reported events for the cited work

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Observation 58dfa2ae-060d-412a-a96d-e6073e80fbd1 · outbound

This paper cites The Cancer Imaging Archive.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI The Cancer Imaging Archive

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.665545Z

Source-reported events for the cited work

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Observation a7c54a3a-74c6-414e-be16-ff48f60a81cb · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 18

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Observation a805bd03-a85a-4c22-8e99-792b1b7dc230 · outbound

This paper cites The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)

Reference 19

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Observation 7d33d6e1-310a-43ff-bc2f-862ecfe2e064 · outbound

This paper cites The Brain Tumor Segmentation (BraTS) Challenge 2023: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI The Brain Tumor Segmentation (BraTS) Challenge 2023: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T14:34:19.958033Z

Source-reported events for the cited work

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Observation e24feba7-de3d-4901-a51c-5b60e8ff6dc8 · outbound

This paper cites The Brain Tumor Segmentation (BraTS) Challenge: Local Synthesis of Healthy Brain Tissue via Inpainting.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI The Brain Tumor Segmentation (BraTS) Challenge: Local Synthesis of Healthy Brain Tissue via Inpainting

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T14:34:19.970192Z

Source-reported events for the cited work

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Observation bfa10efb-dc36-461f-85cd-bc13e1ea7447 · outbound

This paper cites Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, pp.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, pp

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.601823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fb1d66c2-0f03-40f2-9d8a-a8953605494b · outbound

This paper cites International Journal of Computer Assisted Radiology and Surgery 15, 909-920 (2020).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI International Journal of Computer Assisted Radiology and Surgery 15, 909-920 (2020)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.575667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c4e32b9-0cdd-4662-bb56-62757c905675 · outbound

This paper cites Advances in neural information processing systems 30, (2017).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Advances in neural information processing systems 30, (2017)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.531082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 45b21b67-7e2f-470d-99f1-cb931610aadd · outbound

This paper cites Scientific Reports 14, (2024).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Scientific Reports 14, (2024)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.490656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a2129c40-a939-49fc-9c5f-e4f7f4bac599 · outbound

This paper cites Nature Methods 18, 203-211 (2020).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Nature Methods 18, 203-211 (2020)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.456332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 07b2b3b2-1af6-4e56-b73f-aae73763daf8 · outbound

This paper cites Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 9351, 234-241 (2015).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 9351, 234-241 (2015)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.405315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 854dd2f3-cd32-4c43-b818-3188447be6fb · outbound

This paper cites Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, pp.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, pp

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.374266Z

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Observation 555057df-027c-403a-a5bd-e425a6dac0a1 · outbound

This paper cites European Radiology Experimental 7, (2023).

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI European Radiology Experimental 7, (2023)

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:34:20.336440Z

Source-reported events for the cited work

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Observation c3d94cb3-9740-45ee-9ddc-a51bb0dc715b · outbound

This paper cites an unresolved cited work.

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI Unresolved cited work

Reference 2016

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:34:20.795077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.