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Paper Citation Record · LEDGER

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning

As of 15 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:2507.17121.

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

pith.paper-citation-record.v1
2507.17121 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:02:03.914216Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:02:40.137098Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T18:42:28.877402Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact4
  • verified fuzzy6
  • unresolved12
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d98b3189-a829-42ac-bba9-1d75bb9f33a0 · outbound

This paper cites an unresolved cited work.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Unresolved cited work

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f9771e04-8ead-40e2-9b22-a35d610e8bf0 · outbound

This paper cites Ting, et al., Deep learning for diabetic retinopathy analysis: A review, Journal of.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Ting, et al., Deep learning for diabetic retinopathy analysis: A review, Journal of

Reference 2

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation c0c61da1-efe5-48a0-9acb-5b0894cf328f · outbound

This paper cites Li, et al., Applications of machine learning in retinal imag- ing, Medical Image Analysis (2021).

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Li, et al., Applications of machine learning in retinal imag- ing, Medical Image Analysis (2021)

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 7506a03b-f2b1-4963-8a53-48bdbe8e1417 · outbound

This paper cites Sarhan, et al., Machine learning in retinal image analysis, Pattern Recognition Letters (2020).

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Sarhan, et al., Machine learning in retinal image analysis, Pattern Recognition Letters (2020)

Reference 4

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 2409369c-2d0b-4f90-acdb-b6f63731043b · outbound

This paper cites A systematic review of transfer learning based approaches for diabetic retinopathy detection.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning A systematic review of transfer learning based approaches for diabetic retinopathy detection

Reference 5

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local_arxiv, observed 2026-08-06T15:02:04.150953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 45765cf1-dd07-4bba-9d74-820020850eed · outbound

This paper cites Diabetic Retinopathy Grading System Based on Transfer Learning.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Diabetic Retinopathy Grading System Based on Transfer Learning

Reference 6

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verified exact
local_arxiv, observed 2026-08-06T15:02:04.128602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation e7eadf55-4276-4336-8c20-dc2f87dfc7ed · outbound

This paper cites Unknown, Aptos 2019 blindness detection database: five-class diabetic retinopathy grading with severe and pro- liferative under-representation, arXiv preprint arXiv:??? (2019).

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Unknown, Aptos 2019 blindness detection database: five-class diabetic retinopathy grading with severe and pro- liferative under-representation, arXiv preprint arXiv:??? (2019)

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 249764e4-6eeb-4772-a90d-77de45e705bd · outbound

This paper cites Gangwar, K.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Gangwar, K

Reference 8

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verified exact
doi, observed 2026-08-06T15:02:03.956451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 64e76691-aa08-4ce2-85d6-5263a3d9e243 · outbound

This paper cites of VR-FuseNet, Vr-fusenet: A fusion of heterogeneous fun- dus data and explainable deep network for diabetic retinopathy classification, arXiv preprint arXiv:2504.21464 (2025).

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning of VR-FuseNet, Vr-fusenet: A fusion of heterogeneous fun- dus data and explainable deep network for diabetic retinopathy classification, arXiv preprint arXiv:2504.21464 (2025)

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 09c81865-ba42-431b-aed2-b08bb52ffe04 · outbound

This paper cites Ahmed, M.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Ahmed, M

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3a5e4b20-9eec-40ae-85f2-55c913d3a1dc · outbound

This paper cites Ahmed, B.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Ahmed, B

Reference 11

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unresolved
no resolver link, observed 2026-08-06T15:02:03.866423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 24dfb750-4751-4f86-b0fa-6d4eab20ae17 · outbound

This paper cites Bodapati, et al., Composite dnn approach for diabetic retinopathy detection, Medical Image Computing and.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Bodapati, et al., Composite dnn approach for diabetic retinopathy detection, Medical Image Computing and

Reference 12

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 5f45c45b-872e-440c-a090-ac1a4600a524 · outbound

This paper cites Ahmed, B.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Ahmed, B

Reference 13

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unresolved
no resolver link, observed 2026-08-06T15:02:03.875170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4ba7a47a-563a-4ea1-8279-4af52dc2a2f2 · outbound

This paper cites Ahmed, Topological Machine Learning in Medical Image Analysis, Ph.D.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Ahmed, Topological Machine Learning in Medical Image Analysis, Ph.D

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9e127d03-485e-4144-baf8-f92178532738 · outbound

This paper cites Gupta, et al., Augmentation strategies in dr severity grading, Medical Imaging 2023 (2023).

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Gupta, et al., Augmentation strategies in dr severity grading, Medical Imaging 2023 (2023)

Reference 15

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation ec0512e4-02fe-4937-89e0-2c12134c65e6 · outbound

This paper cites https://www.kaggle.com/c/ aptos2019-blindness-detection.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning https://www.kaggle.com/c/ aptos2019-blindness-detection

Reference 16

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Observation baf37a68-07c3-4ba3-ac65-0c9c2472ab88 · outbound

This paper cites an unresolved cited work.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Unresolved cited work

Reference 17

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Unavailable: canonical work link unavailable.

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Observation 7df928f5-6502-4c03-83a3-67d334e15448 · outbound

This paper cites Kumar, S.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Kumar, S

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1e224d21-5984-4b09-870c-85d0f4eeec9e · outbound

This paper cites an unresolved cited work.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Unresolved cited work

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8f20c42d-d875-436c-86d2-808b810b7fab · outbound

This paper cites Automated Diabetic Retinopathy Grading using Deep Convolutional Neural Network.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Automated Diabetic Retinopathy Grading using Deep Convolutional Neural Network

Reference 20

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unresolved
no resolver link, observed 2026-08-06T15:02:03.904804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation abb0f324-e8de-4402-b905-b387c36b76ba · outbound

This paper cites Macsik, J.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Macsik, J

Reference 21

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Unavailable: canonical work link unavailable.

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Observation e286eb7a-a2ad-45e0-8efb-d015c538a75c · outbound

This paper cites an unresolved cited work.

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning Unresolved cited work

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Pith citing papers

Observation 7a983874-0100-474a-8f1b-f7997e8c4023 · inbound

RepViT-CXR: A Channel Replication Strategy for Vision Transformers in Chest X-ray Tuberculosis and Pneumonia Classification cites this paper.

RepViT-CXR: A Channel Replication Strategy for Vision Transformers in Chest X-ray Tuberculosis and Pneumonia Classification Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e6b9decc-8a65-42a6-89ec-e0354de2a1ec · inbound

Bridging Topology and Deep Representation Learning: A TDA-ViT Fusion Model for Four-Class Brain Tumor Classification cites this paper.

Bridging Topology and Deep Representation Learning: A TDA-ViT Fusion Model for Four-Class Brain Tumor Classification Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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