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license: creativeml-openrail-m |
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pipeline_tag: image-segmentation |
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# FundusExpert_Seg |
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🚨 Important: These model weights are for academic research only. |
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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](https://arxiv.org/abs/2507.17539) |
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## Training Datasets |
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| Category | Dataset | Link | |
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| :--- | :--- | :--- | |
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| Optic Disc | DiaretDB1 | `https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21` | |
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| | Drishti-GS | `https://www.kaggle.com/datasets/lokeshsaipureddi/drishtigs-retina-dataset-for-onh-segmentation` | |
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| | IDRiD | `https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid` | |
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| | REFUGE | `https://refuge.grand-challenge.org/REFUGE2018/` | |
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| | In-house | | |
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| Optic Cup | Drishti-GS | `https://www.kaggle.com/datasets/lokeshsaipureddi/drishtigs-retina-dataset-for-onh-segmentation` | |
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| | REFUGE | `https://refuge.grand-challenge.org/REFUGE2018/` | |
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| | In-house | | |
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| Hard Exudates | DiaretDB1 | `https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21` | |
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| | e-ophtha | `https://www.adcis.net/en/third-party/e-ophtha/` | |
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| | IDRiD | `https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid` | |
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| | Naikai OIA-DDR | `https://github.com/nkicsl/DDR-dataset` | |
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| | In-house | | |
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| Microaneurysms| DiaretDB1 | `https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21` | |
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| | e-ophtha | `https://www.adcis.net/en/third-party/e-ophtha/` | |
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| | IDRiD | `https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid` | |
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| | ROC | `https://roc.grand-challenge.org/` | |
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| | Naikai OIA-DDR | `https://github.com/nkicsl/DDR-dataset` | |
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| | In-house | | |
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| Cotton Wool Spots| DiaretDB1 | `https://www.kaggle.com/datasets/nguyenhung1903/diaretdb1-v21` | |
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| | IDRiD | `https://ieee-dataport.org/open-access/indian-diabetic-retinopathy-image-dataset-idrid` | |
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| | Naikai OIA-DDR | `https://github.com/nkicsl/DDR-dataset` | |
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| | In-house | | |
