FundusExpert
Collection
Models and benchmark for paper "Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning."
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6 items
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Updated
๐จ 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
| 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 |