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FundusExpert_Seg

๐Ÿšจ Important: These model weights are for academic research only.

The last iteration(training of true labels and pseudo labels) of the segmentation model(nnU-Net) in Fundus-Engine in paper Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning

Training Datasets

Category Dataset Link
Optic Disc DiaretDB1 https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21
Drishti-GS https://www.kaggle.com/datasets/lokeshsaipureddi/drishtigs-retina-dataset-for-onh-segmentation
IDRiD https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid
REFUGE https://refuge.grand-challenge.org/REFUGE2018/
In-house
Optic Cup Drishti-GS https://www.kaggle.com/datasets/lokeshsaipureddi/drishtigs-retina-dataset-for-onh-segmentation
REFUGE https://refuge.grand-challenge.org/REFUGE2018/
In-house
Hard Exudates DiaretDB1 https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21
e-ophtha https://www.adcis.net/en/third-party/e-ophtha/
IDRiD https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid
Naikai OIA-DDR https://github.com/nkicsl/DDR-dataset
In-house
Microaneurysms DiaretDB1 https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21
e-ophtha https://www.adcis.net/en/third-party/e-ophtha/
IDRiD https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid
ROC https://roc.grand-challenge.org/
Naikai OIA-DDR https://github.com/nkicsl/DDR-dataset
In-house
Cotton Wool Spots DiaretDB1 https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21
IDRiD https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid
Naikai OIA-DDR https://github.com/nkicsl/DDR-dataset
In-house
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Collection including MeteorElf/FundusExpert_Seg