| --- |
| license: creativeml-openrail-m |
| pipeline_tag: image-segmentation |
| --- |
| |
| # FundusExpert_Seg |
| 🚨 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](https://arxiv.org/abs/2507.17539) |
| |
| ## 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 | | |
