Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:52:29.787353Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2507.09731.
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 2026-08-06T17:52:29.787353Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1edc3fdf-c9ae-4e88-8934-4f7750b7105e · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Optimizing integrated imaging service delivery by tier in low-resource health systems,
Reference 1
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6642798f-eab4-4953-93c9-dd60c3614903 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning in medical imaging: general overview,
Reference 2
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 472abc58-6a0f-4d26-b5db-05ba69929e39 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A Convolutional-based Model for Early Prediction of Alzheimer's based on the Dementia Stage in the MRI Brain Images
Reference 3
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4adc8e43-5261-49f7-9f65-443a45a446cd · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning for medical image processing: Overview, challenges and the future,
Reference 4
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1049383a-9a7a-4ed6-aa8a-687ce77d16b2 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep Learning Approach for Early Stage Lung Cancer Detection
Reference 5
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2701ec5d-752a-4bae-b656-5bee7442eb8d · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning-based breast cancer classification through medical imaging modalities: state of the art and research challenges,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 816199e7-4477-4729-9afb-0adf1202c0e6 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A Transfer Learning Based Approach for Classification of COVID-19 and Pneumonia in CT Scan Imaging
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aa1e965d-6f7f-450d-b0d1-fb305c06c062 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Overview of deep learning in medical imaging,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 152111c0-6527-408c-bab0-9798d5836132 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Access to medical devices in low-income countries: Addressing sustainability challenges in medical device donations,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3edb1293-ae91-47a0-a9ed-2abe881de94f · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A compara- tive study of x-ray based medical imaging devices,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5a88bb07-d9b0-4fca-baca-fd9f6ea96725 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e4c383ef-7707-424c-ae82-57fcb6a191fe · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Noise issues prevailing in various types of medical images,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1a8df57e-7082-4154-972a-ac1c0b70220c · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Review of medical imaging with emphasis on x-ray de- tectors,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cb123172-d334-4682-a85e-636877a52336 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Medical x-ray imaging, current status and some future challenges,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8c15116e-0680-42a8-8336-c3d3eb3cb86c · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Digital radiography image denoising using a generative adversarial network,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 570eca4b-edac-47c4-91b6-5a11a58f1a0b · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging X-ray-based medical imaging and reso- lution,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d4c03feb-a7f8-4820-88ce-c52f32389e42 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Noise issues prevailing in various types of medical images,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9730ef3d-fe5f-4934-ae1e-d25453475ad1 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A method for modeling noise in medical images,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 858643c5-d5ab-4055-88b6-213eb4fb5ebc · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Denoising of medical images corrupted by poisson noise,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aa12765a-3da3-487d-9518-07c0184f0a41 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Optimizing medical image contrast, detail and noise in the digital era,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b69c396e-f700-410e-96eb-574e7f08bdbf · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning for computer vision: A brief review,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c011f32f-0268-4807-bdab-8fd728e410fe · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A review on action recognition for accident detection in smart city transportation systems,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8230c831-b8a3-4565-a02e-00f56449806c · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning in computer vision: A critical review of emerging techniques and application scenar- ios,
Reference 23
Source-reported events for the cited work
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Observation 7e296915-4dcc-4be8-857a-6f1863edf4ba · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning for biological image classification,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bd43240d-ba3b-4b7d-8d25-698a9530ce6b · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Smart city transportation: Deep learning ensemble approach for traffic accident detection,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b8f2674c-e490-4e2e-83d2-f61ebd1ad691 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Reduced-gate convolutional lstm architecture for next-frame video prediction using predictive cod- ing,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8c81bccc-7de1-4383-8d22-c408e31249f1 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Medical image classification using synergic deep learning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 246c7623-83c1-40d4-a9bd-4cee26fede4b · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Brownlee, Deep learning for computer vision: image classification, object detection, and face recognition in python
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ab7880a7-4484-48c6-9ad7-148a4b219751 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Baby physical safety mon- itoring in smart home using action recognition system,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5e300fe9-d9d2-4d3a-b827-639d1cae1f16 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Data augmentation for improving deep learning in image classification problem,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e5be3efc-8dfd-4b7c-8ed6-ac42797a1b95 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Dos and ddos attack detection in iot infrastructure using xception model with explainability,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f60f854d-dc59-42c9-89bb-178ebb67e7ea · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Fingerprint minutiae extraction using deep learning,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5a5e84ac-c26e-4fbd-b3ea-2822bb23820f · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Flowpic: Encrypted internet traffic classi- fication is as easy as image recognition,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 00b47cff-ced3-4031-aa73-3ce9ccac1d2d · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A compar- ison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta- analysis,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 92bb8280-3dcc-44cc-b16c-75641a71aa69 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning in medical imaging,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d6eaec77-d3d5-4346-a0ea-bdb83ca48163 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Recruiting doctors from poor countries: the great brain robbery?,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fd92ff0f-2476-4ebe-a269-b30ba401a22a · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep learning-enabled medical computer vision,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2973c325-c4ce-404b-b189-8e8a811f4ec7 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Computer vision to enhance healthcare domain: An overview of features, implementation, and opportunities,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4f7f16d6-61fd-43f6-aaf6-41e9ee4633da · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Computer vision and machine learning for medical image analysis: recent advances, challenges, and way forward,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 49448739-257d-490f-b918-01af0a1fb6c6 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A guide to deep learning in healthcare,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c8b880de-2f6d-4dcf-99fb-58bbee6eaa23 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Sensitivity of different machine learning algorithms to noise,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bc4b22c4-e4d4-41a4-aa2a-a065d2bad361 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Deep residual learning for image recognition,
Reference 42
Source-reported events for the cited work
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Observation 0aee8bb3-c6ba-4bcb-b5ef-4d28afcbae1c · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb88e2c5-792d-4d04-8cb4-492deb2dfd78 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Efficientnetv2: Smaller models and faster training,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e2236a62-1605-4a95-bbe2-71c28ae2cafd · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Bone fracture multi-region x-ray data,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4dcc4b00-b17d-48f2-afbc-7a30bf9ae004 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Enlarging smaller images before inputting into convolu- tional neural network: zero-padding vs. interpolation,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2ad5c890-3a40-44a0-9681-433005949413 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging ImageNet pre-trained models with batch normalization
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cf05afe0-8cd5-4d14-a6ae-ec8e4bec823f · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Does image normal- ization and intensity resolution impact texture classification?,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2a17729d-bec5-4903-ae95-f594f43242e8 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 92c55526-8ede-44f6-a256-453ff2e6c6d3 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 414522f6-2a35-4484-9c1b-41aae12d18ab · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 08092e0e-f118-49d4-85db-2570f9e5ee9f · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Poisson-gaussian noise analysis and estimation for low-dose x-ray images in the nsct domain,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e4760ca4-0832-4f1b-a13b-2cbee28cd2ae · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging The classification of noise-afflicted remotely sensed data using three machine-learning techniques: effect of different levels and types of noise on accuracy,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8b0e2337-9957-476f-a345-9bcea5d83f4e · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A review of image denoising algorithms, with a new one,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c6640a45-e2f7-4b70-b735-e36ed7ae771d · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Relative contributions of anatomical and quantum noise in signal detection and perception of tomographic digital breast images,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 919c48e5-c6f5-4c32-a9dd-6c7b9d6053e3 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Modeling quantum noise of phosphors used in medical x-ray imaging detectors,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 74e62957-7c97-4402-ae4f-a905f89a95a7 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Iniewski, Medical imaging: principles, detectors, and electronics
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7aa8af3b-69d4-43bf-a114-e70d47dd37c5 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A variational method to remove the combination of poisson and gaussian noises,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a7c578a8-3162-44c1-8cf5-5d4df436f108 · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging A method of total variation to remove the mixed poisson-gaussian noise,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 44792337-224b-4932-9aa9-8f25f159d61f · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging Image restoration with poisson–gaussian mixed noise,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 28731c92-6db4-4221-8714-db97dd2fb65c · outbound
Pre-trained Under Noise: A Framework for Robust Bone Fracture Detection in Medical Imaging An unbiased risk estimator for image denoising in the presence of mixed poisson– gaussian noise,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.