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148 results for “dermatology”
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets
<h2>Abstract</h2> <p>The remarkable progress of deep learning in dermatological tasks has brought us closer to achieving diagnostic accuracies comparable to those of human experts. However, while large datasets play a crucial role in the development of reliable deep neural network models, the quality of data therein and their correct usage are of paramount importance. Several factors can impact data quality, such as the presence of duplicates, data leakage across train-test partitions, mislabeled images, and the absence of a well-defined test partition. In this paper, we conduct meticulous analyses of three popular dermatological image datasets: DermaMNIST, its source HAM10000, and Fitzpatrick17k, uncovering these data quality issues, measure the effects of these problems on the benchmark results, and propose corrections to the datasets. Besides ensuring the reproducibility of our analysis, by making our analysis pipeline and the accompanying code publicly available, we aim to encourage similar explorations and to facilitate the identification and addressing of potential data quality issues in other large datasets.</p> <h2>Citation</h2> <p>If you find this project useful or if you use our newly proposed datasets and/or our analyses, please cite our paper.</p> <blockquote> <pre>Kumar Abhishek, Aditi Jain, Ghassan Hamarneh. "Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets". arXiv preprint arXiv:2401.14497, 2024. DOI: 10.48550/ARXIV.2401.14497.</pre> </blockquote> <p>The corresponding BibTeX entry is:</p> <blockquote> <p><code>@article{abhishek2024investigating,</code><br><code> title={Investigating the Quality of {DermaMNIST} and {Fitzpatrick17k} Dermatological Image Datasets},</code><br><code> author={Abhishek, Kumar and Jain, Aditi and Hamarneh, Ghassan},</code><br><code> journal={arXiv preprint arXiv:2401.14497},</code><br><code> doi = {10.48550/ARXIV.2401.14497},</code><br><code> url = {https://arxiv.org/abs/2401.14497},</code><br><code> year={2024}</code><br><code>}</code></p> </blockquote> <h2>Project Website</h2> <p>The results of the analysis, including the visualizations, are available on the project website: <a href="https://derm.cs.sfu.ca/critique/" target="_blank" rel="noopener">https://derm.cs.sfu.ca/critique/</a>.</p> <h2>Code</h2> <p>The accompanying code for this project is hosted on GitHub at <a title="Corrected-Skin-Image-Datasets" href="https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets" target="_blank" rel="noopener">https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets</a>.</p> <h2>License</h2> <p>The metadata files (<code>DermaMNIST-C.csv</code>, <code>DermaMNIST-E.csv</code>, <code>Fitzpatrick17k_DiagnosisMapping.xlsx</code>,<code>Fitzpatrick17k-C.csv</code>) contained in this repository are licensed under <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank" rel="noopener">the Creative Commons Attribution 4.0 International (<strong>CC BY 4.0</strong>) License</a>.</p> <p>The NPZ files associated with DermaMNIST-C (<code>dermamnist_corrected_28.npz</code>, <code>dermamnist_corrected_224.npz</code>) and DermaMNIST-E (<code>dermamnist_extended_28.npz</code>, <code>dermamnist_extended_224.npz</code>) contained in this repository are licensed under <a href="https://creativecommons.org/licenses/by-nc/4.0/" target="_blank" rel="noopener">the Creative Commons Attribution-NonCommercial 4.0 International (<strong>CC BY-NC 4.0</strong>) License</a>.</p> <p>The code hosted on <a href="https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets" target="_blank" rel="noopener">GitHub</a> is licensed under <a href="https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets/blob/main/LICENSE" target="_blank" rel="noopener">the Apache License 2.0</a>.</p>
Dataset for study on persistence of onchocerciasis and associated dermatologic and ophthalmic pathologies after 27 years of ivermectin mass drug administration in the middle-belt of Ghana
<p>This is the dataset used for analysis in the study on persistence of onchocerciasis and associated dermatologic and ophthalmic pathologies after 27 years of ivermectin mass drug administration in the middle-belt of Ghana.</p>
Prevalence of Psoriatic Arthritis in Adults With Psoriasis: An Estimate From Dermatology Practice
ClinicalTrials.gov study NCT01147874. IPD Sharing: Not stated. Countries: 7. Publications: 1.
Effect of EMD Protocol for Urge on Dermatology-specific Quality of Life
ClinicalTrials.gov study NCT06427122. IPD Sharing: NO. Countries: 1. Publications: 1.
PROJECT 2 EXAMPLE: Feedback X Prevalence Using Dermatology Stimuli
ClinicalTrials.gov study NCT05244122. IPD Sharing: YES. Countries: 1. Publications: 1.
Study To Assess A Radiofrequency Microneedling Device For Dermatologic Conditions
ClinicalTrials.gov study NCT05097157. IPD Sharing: NO. Countries: 1. Publications: 1.
FIG. 5 in Dermatologic conditions of adult refugees following resettlement in the United States, 2015 to 2018.
FIG. 5. Grassy habitats of Bombo-Lumene Reserve, Kinshasa Province, southwestern Democratic Republic of the Congo. Photos by Eli Greenbaum.
FIG. 4 in Dermatologic conditions of adult refugees following resettlement in the United States, 2015 to 2018.
FIG. 4. Photo of live Hemidactylus gramineus sp. nov., from Mayongongo village, Pool department, Republic of the Congo. Photo by Sylvestre Boudzoumou.
FIG. 3 in Dermatologic conditions of adult refugees following resettlement in the United States, 2015 to 2018.
FIG. 3. Distribution map for Hemidactylus gramineus sp. nov. in DRC and Republic of the Congo. Blue star represents the type and paratype localities. White circle represents the photographic record of the new species from Republic of Congo. Black triangles represent the sister species Hemidactylus nzingae in Angola (data from Ceríaco et al., 2020a).
FIG. 1 in Dermatologic conditions of adult refugees following resettlement in the United States, 2015 to 2018.
FIG. 1. Holotype (UTEP 22208) and paratype (UTEP 22209) of Hemidactylus gramineus sp. nov. Photos by Luis M. P. Ceríaco.
FIG. 2 in Dermatologic conditions of adult refugees following resettlement in the United States, 2015 to 2018.
FIG. 2. Photos of live Hemidactylus gramineus sp. nov. (Top: holotype UTEP 22208; bottom: paratype UTEP 22209). Photos by Eli Greenbaum.
Acceptance of Telemedicine in Dermatology Patients, Physicians and Medical Staff
ClinicalTrials.gov study NCT04495036. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Patient Comfort During Dermatologic Procedures
ClinicalTrials.gov study NCT02816996. IPD Sharing: UNDECIDED. Countries: 1. Publications: 1.
Use of a Digital Psychotherapeutic App to Reduce Symptom Burden in Dermatology Patients
ClinicalTrials.gov study NCT06702293. IPD Sharing: YES. Countries: 0. Publications: 1.
The UPDATE Trial (Uvb Phototherapy in Dermatology for ATopic Eczema)
ClinicalTrials.gov study NCT05704205. IPD Sharing: NO. Countries: 1. Publications: 1.
Antibiotic Adherence Practices in Dermatologic Surgery
ClinicalTrials.gov study NCT04117724. IPD Sharing: NO. Countries: 1. Publications: 6.
Teledermatology Versus Usual Care on Delay Before Diagnosis and Treatment of Dermatologic Conditions
ClinicalTrials.gov study NCT02122432. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Evaluation of Tele-expertise for Inmates With a Dermatological Lesion
ClinicalTrials.gov study NCT02309905. IPD Sharing: Not stated. Countries: 1. Publications: 3.
A Study on Rare Dermatological Infections Conducted at Three Major Reference Hospitals in Costa Rica.
ClinicalTrials.gov study NCT06523998. IPD Sharing: NO. Countries: 1. Publications: 1.
Exploratory Prospective of Experienced by Patients in the Surgery of Skin Cancers of the Face in Interventional Dermatology Department
ClinicalTrials.gov study NCT04336371. IPD Sharing: NO. Countries: 1. Publications: 12.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
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DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.