Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T14:10:17.724831Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2512.21472.
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 2026-08-03T14:10:17.724831Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
68 of 68 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d5bb61fb-e9ef-4251-b1c0-361e8eae57da · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Skin cancer – IARC,
Reference 1
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Observation 014b7f5e-92b6-46d7-9ef9-a2d208d7fa98 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Burden of skin cancer in older adults from 1990 to 2021 and modelled projection to 2050,
Reference 2
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Observation 453e79c5-eabf-4e40-abce-a07622fa8083 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Global, regional, and national trends in the burden of melanoma and non-melanoma skin cancer: Insights from the global burden of disease study 1990–2021,
Reference 3
Source-reported events for the cited work
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Observation 5aab7ccc-0d66-4a05-95aa-bf00c1804a8e · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Leiter, T
Reference 4
Source-reported events for the cited work
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Observation 8cc3aa43-5d7b-4a44-aab0-e46c1ef5fd0a · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset The burden of skin and subcutaneous diseases: findings from the global burden of disease study 2019,
Reference 5
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Observation 0e45d997-081d-4b11-aacc-7300df597e18 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset The burden of skin disease in the united states,
Reference 6
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Observation 8454c362-a2dc-4de3-ac84-fe53c65f3d8b · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Automatic segmentation of skin lesions from dermato- logical photographs,
Reference 7
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Observation 8d99dbea-6413-4d4d-8545-26cc1ed3f5bd · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset A color and texture based hierarchical K-NN approach to the classification of non- melanoma skin lesions,
Reference 8
Source-reported events for the cited work
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Observation c5a5542d-2a90-4d3e-af6e-1d976fde4c3e · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset PH 2 - a dermoscopic image database for research and benchmarking,
Reference 9
Source-reported events for the cited work
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Observation d2a7dc19-7f61-406b-bd5d-2300fd38ec61 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC)
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb84234f-0326-47a9-b60c-1013c7af76cb · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b32e049-430b-43ad-b23b-f76308fb4842 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1720312e-c808-4a54-ad25-ff624b39d741 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Human–computer collaboration for skin cancer recognition,
Reference 13
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Observation e6d9c0b2-a75d-4e67-bb84-e9dcccd08108 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset HAM10000 Binary Lesion Segmentations,
Reference 14
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Observation 129a1d23-8306-4a7e-8027-69177da367bd · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset That label’s got style: Handling label style bias for uncertain image segmentation,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22b24d3d-b00e-4bb3-b5e4-e10836de8868 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Epiluminescence microscopy: A useful tool for the diagnosis of pigmented skin lesions for formally trained dermatologists,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a395cbac-0970-40a0-86b0-35cdfa73a883 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Dermoscopy (epiluminescence microscopy) of pigmented skin lesions,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a758f2b-7925-4864-a339-b68d4fcabb83 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Diagnostic accuracy of dermoscopy,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a44c6f4-2a63-429d-83f0-ba985a9750d8 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Dermoscopy compared with naked eye examination for the diagnosis of primary melanoma: a meta-analysis of studies performed in a clinical setting,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acc203fc-a3f0-4861-a9f1-848f9b26bdd0 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset The impact of subspecialization and dermatoscopy use on accuracy of melanoma diagnosis among primary care doctors in australia,
Reference 20
Source-reported events for the cited work
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Observation 28ba3706-1c70-4de6-9644-59ca7ad4c3be · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Improvement of malignant/benign ratio in excised melanocytic lesions in the “dermoscopy era
Reference 21
Source-reported events for the cited work
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Observation 14eb7322-e4e7-4584-ba36-5e109c2f9087 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Impact of dermoscopy on the management of high-risk patients from melanoma families: A prospective study,
Reference 22
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Observation ddc68752-631c-4e83-8e2e-fc389c5637bf · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Application of an artificial neural network in epiluminescence microscopy pattern analysis of pigmented skin lesions: a pilot study,
Reference 23
Source-reported events for the cited work
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Observation 01b06c8e-6666-4785-92c7-4847a99ba2a8 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset The impact of dermoscopy on melanoma detection in the practice of dermatologists in Europe: Results of a pan-European survey,
Reference 24
Source-reported events for the cited work
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Observation 4ecd9948-b7b7-42bc-b65f-b6bd52e83e1b · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Diagnosing malignant melanoma in ambulatory care: A systematic review of clinical prediction rules,
Reference 25
Source-reported events for the cited work
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Observation a3bc6b18-1251-4eb7-9d7b-77b0cf8835fc · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset The ABCD rule of dermatoscopy,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9636bf64-c266-458d-8fec-3a0dd9821b5c · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset A multimodal vision foundation model for clinical dermatology,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61fbf377-515d-49cf-93d8-c3fb0b662230 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Computerized analysis of pigmented skin lesions: A review,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8344492a-0f8a-4f3b-a2e1-d6065ae6f3dd · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset A survey on deep learning for skin lesion segmentation,
Reference 30
Source-reported events for the cited work
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Observation b894b8f9-0429-4aef-b8ff-9237ecdef8fd · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Measuring intra-and inter-observer agreement in identifying and localizing structures in medical images,
Reference 31
Source-reported events for the cited work
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Observation b129b26f-4b7b-45ab-a3ca-f3e5cd4ec3bd · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Variability in human and automatic segmentation of melanocytic lesions,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b356ecc-517f-4059-8282-4f1cdedf1f85 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Estimating the ground truth from multiple individual segmentations with application to skin lesion segmentation,
Reference 33
Source-reported events for the cited work
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Observation 1662788e-2dbd-4ea4-9e75-404a1de8784b · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Where’s the naevus? inter-operator variability in the localization of melanocytic lesion border,
Reference 34
Source-reported events for the cited work
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Observation aa967c41-0e3b-4bef-a5bb-d3ea7b808617 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42eed8c5-5d55-4e7c-860a-6c85e19b137e · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Simultaneous truth and performance level estimation (STAPLE): An algorithm for the validation of image segmentation,
Reference 36
Source-reported events for the cited work
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Observation 842a1da3-5fa1-439f-8282-5edd841de65d · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset A soft STAPLE algorithm combined with anatomical knowledge,
Reference 37
Source-reported events for the cited work
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Observation e1dd9498-753a-4d70-9da8-aded21118220 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Less is more: Sample selection and label conditioning improve skin lesion segmentation,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45344a5e-ccfc-44f4-abda-c7f6c9fe438c · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset D-LEMA: Deep learning ensembles from multiple annotations-application to skin lesion segmentation,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 186c55f8-0e36-4b0e-b245-2d77b62c1bbe · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Annotator consensus prediction for medical image segmentation with diffusion models,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cdf4893-3d17-40a6-a3c3-de75bed716c2 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Morphologically-aware consensus computa- tion via heuristics-based iterative optimization (MACCHIatO),
Reference 41
Source-reported events for the cited work
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Observation a35731f9-4a0c-4777-9302-544503639983 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Learning calibrated medical image segmentation via multi-rater agreement modeling,
Reference 42
Source-reported events for the cited work
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Observation 3e82c113-d1a8-4970-9028-bdbc73f09fe5 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Modeling annotator preference and stochastic annotation error for medical image segmentation,
Reference 43
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Unavailable: canonical work link unavailable.
Observation cfe8764e-563a-4034-879f-649844dd9f4e · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset A probabilistic U-Net for segmentation of ambiguous images,
Reference 44
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Observation 88cd0f30-f50b-484a-bff7-4b7f8a7918b2 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset PHiSeg: Capturing uncertainty in medical image segmentation,
Reference 45
Source-reported events for the cited work
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Observation ee892d3d-5f4f-4b1e-8f0c-187f64c9004c · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Ambiguous medical image segmentation using diffusion models,
Reference 46
Source-reported events for the cited work
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Observation c8fa7588-866c-4e74-9a1c-fa6b4413f83d · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Probabilistic modeling of inter-and intra-observer variability in medical image segmentation,
Reference 47
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Observation 2326fd2b-9282-4c0e-bc4f-ca2592957fd9 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Segmentation style discovery: Application to skin lesion images,
Reference 48
Source-reported events for the cited work
correction dated 2025-05-08. Source: crossref record 10.1007/978-3-031-77610-6_24->10.1007/978-3-031-77610-6:correction, observed 2026-07-11T03:02:09.432776+00:00. This notice travels one citation hop only.
Observation 86b337de-b918-485e-a205-b6f49cf370af · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset The lung image database consortium (LIDC) and image database resource initiative (IDRI): a completed reference database of lung nodules on CT scans,
Reference 49
Source-reported events for the cited work
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Observation 569ed5e1-84e6-4e19-81db-43b1b5dee7c6 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Agreement among ophthalmologists in marking the optic disc and optic cup in fundus images,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d7dbe42b-e264-4981-a602-7465294c84c0 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset An ensemble classification- based approach applied to retinal blood vessel segmentation,
Reference 51
Source-reported events for the cited work
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Observation 1b59cc8d-a1ac-498f-b85c-bdf2ed4fa3b2 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Longitudinal multiple sclerosis lesion segmentation: Resource and challenge,
Reference 52
Source-reported events for the cited work
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Observation 19750b80-0ea3-4cf9-b028-ab834207b81c · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Objective evaluation of multiple sclerosis lesion segmentation using a data management and processing infrastructure,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c67f50f-a433-4783-aa24-2a5f4e1dd29c · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Manual segmentation of opacities and consolidations on CT of long COVID patients from multiple annotators,
Reference 55
Source-reported events for the cited work
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Observation 08ce456e-e3e4-4375-9468-d1c1b388cd9a · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset What can we learn from inter-annotator variability in skin lesion segmentation?
Reference 56
Source-reported events for the cited work
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Observation 672de56b-62cb-4659-a734-f509c9668ec5 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset ISIC Archive REST API Documentation,
Reference 57
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Observation dc98df85-759c-4c64-8e22-471716e35258 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset ISIC Archive v2 OAS 3.1,
Reference 58
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IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset isic-cli GitHub,
Reference 59
Source-reported events for the cited work
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Observation 36484120-b163-45b1-bcf0-42a57e4fa91f · outbound
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Reference 60
Source-reported events for the cited work
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Observation deb1e038-29da-4586-821e-5d5eaf8707ab · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Large scale crowdsourced radiotherapy segmentations across a variety of cancer anatomic sites,
Reference 61
Source-reported events for the cited work
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Observation 3749e334-a659-47f8-b228-0912b9ab517f · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Unresolved cited work
Reference 62
Source-reported events for the cited work
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Observation 50bb769d-7e42-43dc-801e-a0fde8b8c0da · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset UpSet: Visualization of intersecting sets,
Reference 63
Source-reported events for the cited work
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Observation 3b345b53-a7c1-4f36-9255-2f88a7347452 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Skin3D: Detection and longitudinal tracking of pigmented skin lesions in 3D total-body textured meshes,
Reference 64
Source-reported events for the cited work
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Observation 85a61434-6a88-4eae-ae12-cb051a8a509b · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset IMA++: ISIC archive multi-annotator dermoscopic skin lesion segmentation dataset,
Reference 65
Source-reported events for the cited work
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Observation c91651cb-4c68-428a-b54d-b8fc76664b0c · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Input space augmentation for skin lesion segmentation in dermoscopic images,
Reference 66
Source-reported events for the cited work
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Observation 1e171cf0-8db9-470b-af31-4e27c33df598 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset ISIC API Image Downloader GitHub,
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d423c8f-dc17-49eb-bb8e-02e045664c69 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Available: https://proceedings.neurips.cc/paper files/ paper/2018/file/473447ac58e1cd7e96172575f48dca3b-Paper.pdf
Reference 2018
Source-reported events for the cited work
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Observation 030fbb76-645f-4e32-b2a1-82cba6415a33 · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee56122d-7015-47a4-a315-1dde84beb02f · outbound
IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset Available: https://arxiv.org/abs/2508.12190
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.