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RETFound/BENCHMARK.md
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2024-01-27 12:33:48 +00:00

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RETFound - Benckmark data split and model checkpoints

Here we provide data split and model checkpoints to facilitate model comparison. Please remember to accordingly change the data_path, task, and nb_classes for model fine-tuning and evaluation.

Data split

Dataset Download Link 1 Download Link 2
APTOS2019 Google Drive
MESSIDOR2 Google Drive
IDRID Google Drive
PAPILA Google Drive
Glaucoma_fundus Google Drive
JSIEC Google Drive
Retina Google Drive
OCTID Google Drive

Model checkpoints

Dataset Download Link 1 Download Link 2
APTOS2019 Google Drive
MESSIDOR2 Google Drive
IDRID Google Drive
PAPILA Google Drive
Glaucoma_fundus Google Drive
JSIEC Google Drive
Retina Google Drive
OCTID Google Drive

Official websites

APTOS2019: https://www.kaggle.com/competitions/aptos2019-blindness-detection/data MESSIDOR2: https://www.adcis.net/en/third-party/messidor2/ IDRID: https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid PAPILA: https://figshare.com/articles/dataset/PAPILA/14798004/1 Glaucoma_fundus: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/1YRRAC JSIEC: https://zenodo.org/records/3477553 Retina: https://www.kaggle.com/datasets/jr2ngb/cataractdataset OCTID: https://borealisdata.ca/dataverse/OCTID