Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-13T22:54:28.586736Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 100 inbound Pith citation observations for arXiv:2211.02701.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-13T22:54:28.586736Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:47:13.063733Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
36 of 36 outbound references displayed
External citation measurements
435
pith, observed 2026-08-05T02:28:24.338817Z
Observation caf83ac2-b99c-4b5c-8d87-db1c0c8e4286 · outbound
MONAI: An open-source framework for deep learning in healthcare Artificial Intelligence in Medicine117, 102083 (2021)
Reference 1
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Observation 90d08f88-730f-4efd-9ff9-7ac629158497 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 2
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Observation 67a07eca-ab40-4015-92ed-0f7ce65ca0e5 · outbound
MONAI: An open-source framework for deep learning in healthcare & Nachev, P
Reference 3
Source-reported events for the cited work
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Observation 1bdbbddc-6e25-4cff-afba-c987fadfe2c5 · outbound
MONAI: An open-source framework for deep learning in healthcare inconvenient truth
Reference 4
Source-reported events for the cited work
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Observation ac23b589-8a0f-48f5-94f8-df438e294b40 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 5
Source-reported events for the cited work
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Observation 5bc97945-c6b9-4bec-8f76-611920a440f5 · outbound
MONAI: An open-source framework for deep learning in healthcare PyTorch: An Imperative Style, High-Performance Deep Learning Library
Reference 6
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Observation 8fcbbce6-f9f1-4da4-8480-e58c0e22fbd6 · outbound
MONAI: An open-source framework for deep learning in healthcare MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems
Reference 7
Source-reported events for the cited work
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Observation 6df179e1-5b79-480f-aadb-6126b037f4f1 · outbound
MONAI: An open-source framework for deep learning in healthcare Huang, Y
Reference 8
Source-reported events for the cited work
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Observation 0d39c1bf-908e-4bd1-a0bb-98b0f437ab07 · outbound
MONAI: An open-source framework for deep learning in healthcare DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images
Reference 9
Source-reported events for the cited work
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Observation 3727d59c-43ce-4915-b1d6-9f569953f391 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 10
Source-reported events for the cited work
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Observation 7956954e-3cb3-4cf1-84f4-41b8da59a5a9 · outbound
MONAI: An open-source framework for deep learning in healthcare The state of machine learning frameworks in 2019
Reference 11
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Observation d1aafd87-f289-47c8-ad21-5dd3aceff88e · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 12
Source-reported events for the cited work
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Observation 88e0d47a-24a0-4ba6-997f-f2e8f41ebfa1 · outbound
MONAI: An open-source framework for deep learning in healthcare & Marion, C
Reference 13
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Observation 03b95eab-e403-402f-9be5-9109536238b3 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 14
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Observation ec857a9b-694a-409d-babb-c0b99893cac7 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 15
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Observation 6ce2cda6-9427-423a-9396-6c675f4c9e57 · outbound
MONAI: An open-source framework for deep learning in healthcare author Li, W
Reference 16
Source-reported events for the cited work
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Observation 64a12d7c-98da-4a18-b393-741fd847b8cc · outbound
MONAI: An open-source framework for deep learning in healthcare & Ourselin, S
Reference 17
Source-reported events for the cited work
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Observation e644c632-24d0-4654-8ab7-026215f3ed96 · outbound
MONAI: An open-source framework for deep learning in healthcare Kornia: an Open Source Differentiable Computer Vision Library for PyTorch
Reference 18
Source-reported events for the cited work
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Observation 5e3d9abe-d197-499c-b786-f7ba569adeaf · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 19
Source-reported events for the cited work
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Observation 301e5db6-6839-4baa-98f8-77dc3776004b · outbound
MONAI: An open-source framework for deep learning in healthcare & Weninger, L
Reference 20
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Observation 066f2aee-d9ab-4073-aa46-5a2ee251f209 · outbound
MONAI: An open-source framework for deep learning in healthcare & Choudhury, R
Reference 21
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Observation 9f6020dc-c107-4fed-a91d-c44f85d46117 · outbound
MONAI: An open-source framework for deep learning in healthcare H., Li, W., Vercauteren, T., Ourselin, S
Reference 22
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Observation 85a18513-3f28-4d0f-890f-a279a4842d19 · outbound
MONAI: An open-source framework for deep learning in healthcare Metrics reloaded: Recommendations for image analysis validation
Reference 23
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Observation fcf6b67d-c32c-4693-99da-d615b65ab2de · outbound
MONAI: An open-source framework for deep learning in healthcare Common Limitations of Image Processing Metrics: A Picture Story
Reference 24
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Observation 57b9b7da-a97d-4364-88f7-a4e0cee73319 · outbound
MONAI: An open-source framework for deep learning in healthcare & Brox, T
Reference 25
Source-reported events for the cited work
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Observation ea412ac8-c897-4ed9-9401-e058169bd43b · outbound
MONAI: An open-source framework for deep learning in healthcare Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
Reference 26
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Observation b8f5114b-7025-4d0e-a5cb-65c829266f78 · outbound
MONAI: An open-source framework for deep learning in healthcare Gaussian Error Linear Units (GELUs)
Reference 27
Source-reported events for the cited work
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Observation ac66909f-629b-4272-8d69-0415e41a72f7 · outbound
MONAI: An open-source framework for deep learning in healthcare & Hochreiter, S
Reference 28
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Observation 738124f6-ffb4-4999-81f6-af9bda3ba498 · outbound
MONAI: An open-source framework for deep learning in healthcare & Burges, C
Reference 29
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Observation 9e56da9d-7ff5-4ac1-8e5f-826c67a475ba · outbound
MONAI: An open-source framework for deep learning in healthcare The medical segmentation decathlon
Reference 30
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Observation e2f5275f-fa2f-4de4-ac62-9cf13d96b1d1 · outbound
MONAI: An open-source framework for deep learning in healthcare TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
Reference 31
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Observation 07498fa0-e540-49fe-8a5b-8684f50fb5bb · outbound
MONAI: An open-source framework for deep learning in healthcare & Aylward, S
Reference 32
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Observation 0e1456da-25ed-487f-ba03-248e4086c8f3 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation 8fe4ea1a-a50a-4b94-840d-3fee94244369 · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 34
Source-reported events for the cited work
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Observation d8c35a82-2744-481c-8895-28ab316a0021 · outbound
MONAI: An open-source framework for deep learning in healthcare SmoothGrad: removing noise by adding noise
Reference 35
Source-reported events for the cited work
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Observation 7838d356-e33d-4ffe-be54-96f9ff31a91c · outbound
MONAI: An open-source framework for deep learning in healthcare Unresolved cited work
Reference 36
Source-reported events for the cited work
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Observation 33f5f204-6865-4a8a-ab08-12a3e895098e · inbound
Cyclic 2.5D Perceptual Loss for Cross-Modal 3D Medical Image Synthesis: T1w MRI to Tau PET MONAI: An open-source framework for deep learning in healthcare
Reference 11
Source-reported events for the cited work
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Observation 37c803b8-e6c6-4706-a5b0-09f215049d73 · inbound
SMILE-UHURA Challenge -- Small Vessel Segmentation at Mesoscopic Scale from Ultra-High Resolution 7T Magnetic Resonance Angiograms MONAI: An open-source framework for deep learning in healthcare
Reference 35
Source-reported events for the cited work
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Observation 41321095-86f0-4ac9-94d0-6e796833c3af · inbound
MitraClip Device Automated Localization in 3D Transesophageal Echocardiography via Deep Learning MONAI: An open-source framework for deep learning in healthcare
Reference 26
Source-reported events for the cited work
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Observation 23fa62bd-c652-4963-a625-ff3061dbf15d · inbound
GIRAFE: Glottal Imaging Dataset for Advanced Segmentation, Analysis, and Facilitative Playbacks Evaluation MONAI: An open-source framework for deep learning in healthcare
Reference 69
Source-reported events for the cited work
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Observation 7cdbbd2e-f43f-4875-870b-7f049eda4be2 · inbound
Comparative Analysis of 2D and 3D ResNet Architectures for IDH and MGMT Mutation Detection in Glioma Patients MONAI: An open-source framework for deep learning in healthcare
Reference 18
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Observation c6374820-e31b-45d5-8e4a-770e4f53eb25 · inbound
The R-Vessel-X Project MONAI: An open-source framework for deep learning in healthcare
Reference 6
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Observation 6ade573e-dd92-4be5-a2ad-ff196e60717c · inbound
landmarker: a Toolkit for Anatomical Landmark Localization in 2D/3D Images MONAI: An open-source framework for deep learning in healthcare
Reference 32
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Observation b233532e-ddd0-43f9-9fee-a37a57d42976 · inbound
Robust Body Composition Analysis by Generating 3D CT Volumes from Limited 2D Slices MONAI: An open-source framework for deep learning in healthcare
Reference 20
Source-reported events for the cited work
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Observation 09d1c736-0d76-45f1-9213-62b0447e675b · inbound
Improving Quality Control Of MRI Images Using Synthetic Motion Data MONAI: An open-source framework for deep learning in healthcare
Reference 24
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Observation a5aa000d-ccc0-49cb-a09b-b929d85b3e14 · inbound
Adapting Foundation Models for Few-Shot Medical Image Segmentation: Actively and Sequentially MONAI: An open-source framework for deep learning in healthcare
Reference 9
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Observation fa183934-c598-44fa-9984-0bd41cecefc2 · inbound
Multi-Class Segmentation of Aortic Branches and Zones in Computed Tomography Angiography: The AortaSeg24 Challenge MONAI: An open-source framework for deep learning in healthcare
Reference 4
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Observation 98d64b59-9ff3-48a2-b9a4-53c1f9ca9f30 · inbound
Generalizable automated ischaemic stroke lesion segmentation with vision transformers MONAI: An open-source framework for deep learning in healthcare
Reference 28
Source-reported events for the cited work
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Observation 3b36d066-8b47-4210-ba9e-8a27d4e6717e · inbound
Brain Latent Progression: Individual-based Spatiotemporal Disease Progression on 3D Brain MRIs via Latent Diffusion MONAI: An open-source framework for deep learning in healthcare
Reference 6
Source-reported events for the cited work
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Observation 1a0c7cc7-8f18-4cbc-be1d-86f0a0de1a66 · inbound
Tables Guide Vision: Learning to See the Heart through Tabular Data MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
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Observation 2ce3f8a2-ba15-4d9e-bf4d-145cf5064e2c · inbound
Multi-Plane Vision Transformer for Hemorrhage Classification Using Axial and Sagittal MRI Data MONAI: An open-source framework for deep learning in healthcare
Reference 31
Source-reported events for the cited work
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Observation a82d52e2-2f84-456b-908d-43a932a722ae · inbound
TAGS: 3D Tumor-Adaptive Guidance for SAM MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
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Observation 27047215-987a-49e2-92aa-960d45bab870 · inbound
Medical World Model: Generative Simulation of Tumor Evolution for Treatment Planning MONAI: An open-source framework for deep learning in healthcare
Reference 12
Source-reported events for the cited work
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Observation 0d221962-5d15-42a9-8f91-5bce743f3a7d · inbound
Towards Reliable WMH Segmentation under Domain Shift: An Application Study using Maximum Entropy Regularization to Improve Uncertainty Estimation MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
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Observation 9eeebbf5-0961-4ca9-a2e4-b61e2c7f5bf3 · inbound
Improving Prostate Gland Segmentation Using Transformer based Architectures MONAI: An open-source framework for deep learning in healthcare
Reference 30
Source-reported events for the cited work
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Observation bf056dcf-5d56-4551-b166-0cbcbe0b8941 · inbound
Shadow defense against gradient inversion attack in federated learning MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
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Observation 19a64877-32f6-483d-9433-5419e45cfc3f · inbound
Learning from Anatomy: Supervised Anatomical Pretraining (SAP) for Improved Metastatic Bone Disease Segmentation in Whole-Body MRI MONAI: An open-source framework for deep learning in healthcare
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 397bf295-02cd-45f6-9bd8-be6647d0fe49 · inbound
Mapping intratumoral heterogeneity through PET-derived washout and deep learning after proton therapy MONAI: An open-source framework for deep learning in healthcare
Reference 64
Source-reported events for the cited work
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Observation 9847c11d-bec8-4bfb-8b3b-28c5ded47aa8 · inbound
ShapeKit MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
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Observation fca01a4c-8cc9-416d-8247-3a90aa8005eb · inbound
PanTS: The Pancreatic Tumor Segmentation Dataset MONAI: An open-source framework for deep learning in healthcare
Reference 12
Source-reported events for the cited work
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Observation f28400ac-8c28-4fcd-9e63-b5b11fef92fa · inbound
Interpretable Prediction of Lymph Node Metastasis in Rectal Cancer MRI Using Variational Autoencoders MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
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Observation e79a4625-971d-4c23-a07f-bc8b01ad733d · inbound
Benchmarking GANs, Diffusion Models, and Flow Matching for T1w-to-T2w MRI Translation MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
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Observation a72434c7-a651-4a71-9d93-b089314da171 · inbound
A Study of Anatomical Priors for Deep Learning-Based Segmentation of Pheochromocytoma in Abdominal CT MONAI: An open-source framework for deep learning in healthcare
Reference 30
Source-reported events for the cited work
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Observation 4c10f268-e6d2-4db1-a9c8-961ccc133434 · inbound
Parameter-Efficient Fine-Tuning of 3D DDPM for MRI Image Generation Using Tensor Networks MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
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Observation fbe10b95-6f3c-46f5-b7c9-c3b594bee9de · inbound
MAIA: A Collaborative Medical AI Platform for Integrated Healthcare Innovation MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
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Observation 3647ee1f-229e-4cb5-a646-6ac60c4ff08b · inbound
Cyst-X: A Multi-Center MRI Benchmark and Federated Learning Framework for Malignancy-Risk Stratification of Pancreatic Cystic Neoplasm MONAI: An open-source framework for deep learning in healthcare
Reference 53
Source-reported events for the cited work
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Observation 3130e629-2e4c-4ac2-9cd5-8e4fed339f32 · inbound
Learning from Heterogeneous Structural MRI via Collaborative Domain Adaptation for Late-Life Depression Assessment MONAI: An open-source framework for deep learning in healthcare
Reference 67
Source-reported events for the cited work
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Observation 1d07a027-bf92-4c0d-b581-aa19bedd3139 · inbound
Rethink Domain Generalization in Heterogeneous Sequence MRI Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
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Observation ae3e8a38-9d91-4fb2-8f75-a48d03b24c52 · inbound
Consensus-Driven Active Model Selection MONAI: An open-source framework for deep learning in healthcare
Reference 8
Source-reported events for the cited work
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Observation 81d62bcf-a06f-427c-bb6c-7116c5a8a978 · inbound
Register Anything: Estimating "Corresponding Prompts" for Segment Anything Model MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
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Observation 82a50832-cf6f-46a6-b1a5-51cee7922069 · inbound
Skip priors and add graph-based anatomical information, for point-based Couinaud segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 6
Source-reported events for the cited work
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Observation 89ed0077-951e-40a3-81cf-d2bd67f745ed · inbound
Decoding the Alzheimer's Continuum: Interpretable Multi-Gate Routing for Diagnosis and Transition Prediction MONAI: An open-source framework for deep learning in healthcare
Reference 31
Source-reported events for the cited work
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Observation b0390583-328f-49a0-8710-27772e0aa62d · inbound
GRASPing Anatomy to Improve Pathology Segmentation MONAI: An open-source framework for deep learning in healthcare
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Source-reported events for the cited work
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Observation 7378d614-93b1-4924-b832-fdf027dfa796 · inbound
Mask-Guided Multi-Channel SwinUNETR Framework for Robust MRI Classification MONAI: An open-source framework for deep learning in healthcare
Reference 2
Source-reported events for the cited work
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Observation 1a20cd4d-3d3c-4829-86e3-1f71ece97709 · inbound
CardioMorphNet: Cardiac Motion Prediction Using a Shape-Guided Bayesian Recurrent Deep Network MONAI: An open-source framework for deep learning in healthcare
Reference 56
Source-reported events for the cited work
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Observation b4fed41c-735f-4cd1-b6a5-7539c8df92e6 · inbound
A Modality-agnostic Multi-task Foundation Model for Human Brain Imaging MONAI: An open-source framework for deep learning in healthcare
Reference 27
Source-reported events for the cited work
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Observation 4fcda5fb-57d0-4157-a7d9-70c82d03e955 · inbound
SynBT: High-quality Tumor Synthesis for Breast Tumor Segmentation by 3D Diffusion Model MONAI: An open-source framework for deep learning in healthcare
Reference 2
Source-reported events for the cited work
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Observation 339f5167-89f0-4855-885e-bba43c713097 · inbound
Vector-based loss functions for turbulent flow field inpainting MONAI: An open-source framework for deep learning in healthcare
Reference 21
Source-reported events for the cited work
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Observation 59741c81-a07b-44a5-b47a-28f8c8c931e6 · inbound
Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models MONAI: An open-source framework for deep learning in healthcare
Reference 101
Source-reported events for the cited work
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Observation e90f6d56-f1ed-4ae0-939b-82b53ed89771 · inbound
Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-based Alzheimer's Disease Classification MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
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Observation 44d78ca6-7cbe-49b9-8791-fdda28ed2c81 · inbound
SSL-AD: Spatiotemporal Self-Supervised Learning for Generalizability and Adaptability Across Alzheimer's Prediction Tasks and Datasets MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e9fd7e9-c618-4551-96b5-75e539f43977 · inbound
Building a General SimCLR Self-Supervised Foundation Model Across Neurological Diseases to Advance 3D Brain MRI Diagnoses MONAI: An open-source framework for deep learning in healthcare
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfbfaca3-2a25-4778-9492-7ec32378919e · inbound
Submanifold Sparse Convolutional Networks for Automated 3D Segmentation of Kidneys and Kidney Tumours in Computed Tomography MONAI: An open-source framework for deep learning in healthcare
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e073b6cd-90e5-4cf6-bbef-c09bdd7ea06e · inbound
BackSplit: The Importance of Sub-dividing the Background in Biomedical Lesion Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 554f8350-66f5-43f6-b7fa-61f6da971997 · inbound
In search of truth: Evaluating concordance of AI-based anatomy segmentation models MONAI: An open-source framework for deep learning in healthcare
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 74a2d223-4540-49cf-a237-700c8db21784 · inbound
Comparative evaluation of training strategies using partially labelled datasets for segmentation of white matter hyperintensities and stroke lesions in FLAIR MRI MONAI: An open-source framework for deep learning in healthcare
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88d0c5be-fcd8-4135-a599-c40f4bddcaa5 · inbound
Language Models as Higher-Order Planning Formalizers MONAI: An open-source framework for deep learning in healthcare
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cae436a-792c-4fd9-acfd-2cec224ef96c · inbound
MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows MONAI: An open-source framework for deep learning in healthcare
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a553c265-9740-4d8b-a7e3-2c0e2b43595b · inbound
Why Invariance is Not Enough for Biomedical Domain Generalization and How to Fix It MONAI: An open-source framework for deep learning in healthcare
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 26e0e87e-5a0b-4b71-a7b3-00531d1b88bd · inbound
PR3DICTR: A modular AI framework for medical 3D image-based detection and outcome prediction MONAI: An open-source framework for deep learning in healthcare
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 42d084c9-41b7-422a-9f7c-293ff8ec262a · inbound
GPAFormer: Graph-guided Patch Aggregation Transformer for Efficient 3D Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f44bd1bf-0602-4c44-825c-5390d9e38781 · inbound
Distilling Photon-Counting CT into Routine Chest CT through Clinically Validated Degradation Modeling MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3c3b4e79-8df3-4add-97cc-c9b7410d28e8 · inbound
AMO-ENE: Attention-based Multi-Omics Fusion Model for Outcome Prediction in Extra Nodal Extension and HPV-associated Oropharyngeal Cancer MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 995e2ae3-f86a-456e-96be-fe8c671616b0 · inbound
Camyla: Scaling Autonomous Research in Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 20f783a8-4b47-4429-b85e-6b0393daf2da · inbound
Backbone-Conditional Behavior of Modality Gating in Multi-Modal Prostate MRI Segmentation: A 5-Fold Cross-Validation and Gate Mechanism Analysis MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5f14c270-9dee-47c5-837d-4482a946cdd8 · inbound
Backbone-Conditional Behavior of Modality Gating in Multi-Modal Prostate MRI Segmentation: A 5-Fold Cross-Validation and Gate Mechanism Analysis MONAI: An open-source framework for deep learning in healthcare
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbdd59af-047e-4500-b9b7-3a739167c1bd · inbound
MedP-CLIP: Medical CLIP with Region-Aware Prompt Integration MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbe151cd-f5e0-4cc4-9434-81ab2bba5ee9 · inbound
AbdomenGen: Sequential Volume-Conditioned Diffusion Framework for Abdominal Anatomy Generation MONAI: An open-source framework for deep learning in healthcare
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0ec33773-6034-49af-8fd7-dd108bef27ff · inbound
Neuro-Oracle: A Trajectory-Aware Agentic RAG Framework for Interpretable Epilepsy Surgical Prognosis MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bdb5af3d-b691-4f2a-9dca-3f654947740e · inbound
Co-distilled attention guided masked image modeling with noisy teacher for self-supervised learning on medical images MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 00a9e985-6a1f-4975-b62b-3ac468a770e3 · inbound
SegWithU: Uncertainty as Perturbation Energy for Single-Forward-Pass Risk-Aware Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 275a1dcc-7d15-48a4-b99c-46bfd393fd0e · inbound
SegWithU: Uncertainty as Perturbation Energy for Single-Forward-Pass Risk-Aware Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f4aab29-361d-4744-b51a-dbe036c79992 · inbound
Generative Modeling of Neurodegenerative Brain Anatomy with 4D Longitudinal Diffusion Model MONAI: An open-source framework for deep learning in healthcare
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation dcde2cd2-b3fb-4a07-94d2-6a22f5c0f42f · inbound
ESICA: A Scalable Framework for Text-Guided 3D Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a228f3cd-fff6-4768-8cb1-1e25518dbf53 · inbound
GeoSAE: Geometric Prior-Guided Layer-Wise Sparse Autoencoder Annotation of Brain MRI Foundation Models MONAI: An open-source framework for deep learning in healthcare
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation df9ffbe7-7789-457d-9995-d5f698b452bb · inbound
SIAM: Head and Brain MRI Segmentation from Few High-Quality Templates via Synthetic Training MONAI: An open-source framework for deep learning in healthcare
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 25a6cd9b-5379-4a38-b40c-ae4778f17667 · inbound
One Sequence to Segment Them All: Efficient Data Augmentation for CT and MRI Cross-Domain 3D Spine Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 03056362-0f6d-4a44-b12f-7dfd305647c3 · inbound
Dante: An Open Source Model Pre-Training and Fine-Tuning Tool for the Dafne Federated Framework for Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 60fc5be3-76d7-471d-88a4-46d64582967f · inbound
Tumor-aware augmentation with task-guided attention analysis improves rectal cancer segmentation from magnetic resonance images MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d0e02709-15b6-4eef-a4b2-585b2f1966f6 · inbound
Tumor-aware augmentation with task-guided attention analysis improves rectal cancer segmentation from magnetic resonance images MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d4f4c11a-c9f3-4767-b50b-18b6523adfcf · inbound
The autoPET3 Challenge: Automated Lesion Segmentation in Whole-Body PET/CT $\unicode{x2013}$ Multitracer Multicenter Generalization MONAI: An open-source framework for deep learning in healthcare
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 019268d1-f18d-4069-894b-aa255972d2a2 · inbound
NeuroAgent: LLM Agents for Multimodal Neuroimaging Analysis and Research MONAI: An open-source framework for deep learning in healthcare
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c37cb41b-7d7d-4d63-8c0f-70f95c12e36a · inbound
Multimodal synthesis of MRI and tabular data with diffusion in a joint latent space via cross-attention MONAI: An open-source framework for deep learning in healthcare
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c6e65558-ef8a-4852-9d94-efaec3424666 · inbound
Cross Modality Image Translation In Medical Imaging Using Generative Frameworks MONAI: An open-source framework for deep learning in healthcare
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c52ed221-b623-4f5d-b907-3d1d226e8332 · inbound
Semi-MedRef: Semi-Supervised Medical Referring Image Segmentation with Cross-Modal Alignment MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 499c0c83-7b4f-473c-b3b5-8b3c5cdbc1d0 · inbound
Semi-MedRef: Semi-Supervised Medical Referring Image Segmentation with Cross-Modal Alignment MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9df946b-633f-452e-8fef-85415401350a · inbound
VISTA: Variance-Gated Inter-Sequence Test-Time Adaptation for Multi-Sequence MRI Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5ee459df-2a62-4cd1-89b2-13c7b5b538bb · inbound
VISTA: Variance-Gated Inter-Sequence Test-Time Adaptation for Multi-Sequence MRI Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e62d3970-d9de-4c34-96ab-6663a1b8905b · inbound
Universal CT Representations from Anatomy to Disease Phenotype through Agglomerative Pretraining MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 033edfe1-9024-4519-9e06-09474e3f084c · inbound
Universal CT Representations from Anatomy to Disease Phenotype through Agglomerative Pretraining MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d47a3759-bdea-43ea-8ee6-f524af5150f0 · inbound
Enhancing Ultra-low-field MRI with Segmentation-guided Adversarial Learning MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d1f53e18-07b8-46b5-922d-aee13d8ae9d0 · inbound
Controllable Lung Nodule Synthesis via Histogram-Regularized Latent Diffusion Models MONAI: An open-source framework for deep learning in healthcare
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bb1bd9ae-bcd8-4146-a751-de1ee8e87403 · inbound
Foundation VAEs for 3D CT Reconstruction, Augmentation, and Generation MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3c167926-dfdb-4dfc-aa28-0ecc92241323 · inbound
Automated Prediction of Postoperative Pancreatic Fistula Using Preoperative Computed Tomography MONAI: An open-source framework for deep learning in healthcare
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 10c4898d-1a27-46f7-8a0d-d0c73cd383c4 · inbound
Pre-Deployment Robustness Stress Testing for CT Segmentation Systems Using Clinically Motivated Multi-Corruption Augmentation MONAI: An open-source framework for deep learning in healthcare
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8b6904b4-6579-41b4-a9a8-3ef8ee602b2c · inbound
Entropy Minimization without Model Collapse: Mitigating Prediction Bias in Medical Imaging MONAI: An open-source framework for deep learning in healthcare
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6833e2c2-e998-46d9-94c4-3bde207a648e · inbound
GLINT: Sparsely Gated Vision-Language Alignment for Fine-Grained Radiology Representations MONAI: An open-source framework for deep learning in healthcare
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 27a14540-fe9e-4c38-9c59-a5318767d7c9 · inbound
Bayesian Tensor Decomposition with Diffusion Model Prior MONAI: An open-source framework for deep learning in healthcare
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 19e9291e-428a-44b9-91b0-9ecb610aaa3c · inbound
vesselFM-CT: Segmenting All Blood Vessels in CT Images for System-Level Cardiovascular Analysis MONAI: An open-source framework for deep learning in healthcare
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 289cd86b-53a3-4011-88a2-3776cfa8cdb6 · inbound
Acquisition state behaves as a structured, measurable variable governing lung-nodule AI: kernel-driven measurement instability and noise-driven detection fragility, invisible to DICOM metadata MONAI: An open-source framework for deep learning in healthcare
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f930c37f-74a1-4c49-9c1a-e8ec78221162 · inbound
Confidence is Not Reliability: Rethinking MC Dropout in Brain Tumour Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7220c816-fcac-4513-b278-48f1293b0c23 · inbound
SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics MONAI: An open-source framework for deep learning in healthcare
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 919f1da9-0760-4b50-9469-bfcb72757138 · inbound
When Average Calibration Fails: Site-Conditional Federated Conformal Risk Control MONAI: An open-source framework for deep learning in healthcare
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 84c0dfe9-a018-498e-9f1a-305a3e5c3ce7 · inbound
When Average Calibration Fails: Site-Conditional Federated Conformal Risk Control MONAI: An open-source framework for deep learning in healthcare
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ce37456-bf5e-491c-b85e-aac4174dacc3 · inbound
Dataset-Aware Cold-Start Active Learning for Annotation-Efficient 3D Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 686e01db-9bb7-46b5-8483-a64e3f74bec7 · inbound
Unsupervised Susceptibility Distortion Correction of EPI without Calibration Scans via Image Translation-Based Registration MONAI: An open-source framework for deep learning in healthcare
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.