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  cff-version: 1.2.0
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- message: "If you use this benchmark or any of the trained models, please cite it as below."
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- title: "Fundus 9-Model Benchmark: VGG19, ResNet50/101, DenseNet121, InceptionV3, Swin-B, CLIP, DINOv2-L, RETFound"
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  authors:
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- - family-names: Katiyo
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- given-names: Daryl Panashe
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- affiliation: Xidian University
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- version: "1.0.0"
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- date-released: 2026-05-26
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- license: Apache-2.0
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  type: software
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- repository-code: "https://huggingface.co/DoB24/fundus-9model-benchmark"
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  url: "https://huggingface.co/DoB24/fundus-9model-benchmark"
 
 
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  keywords:
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  - fundus
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  - retinal-imaging
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- - medical-image-classification
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  - deep-learning
 
 
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  - benchmark
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- - RETFound
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- - DINOv2
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- - vision-transformer
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- abstract: >
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- A reproducible 10-class fundus disease classification benchmark with nine deep
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- models (VGG19, ResNet50, ResNet101, DenseNet121, InceptionV3, Swin-B, CLIP-ViT-B/16,
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- DINOv2-L, RETFound) trained under an identical v2 protocol (CLAHE + RandAugment +
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- WeightedRandomSampler + MixUp/CutMix + 6-view TTA) on a pHash-grouped 5-fold split
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- of the Mendeley 10-class fundus dataset.
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- references:
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- - type: dataset
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- title: "Eye disease image dataset"
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- authors:
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- - family-names: Khaled
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- given-names: Mohammad
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- url: "https://data.mendeley.com/datasets/s9bfhswzjb/1"
 
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  cff-version: 1.2.0
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+ message: "If you use this benchmark, please cite it as below."
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+ title: "A 9-Backbone Benchmark for Fundus Image Classification on a 10-Class Mendeley Dataset"
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  authors:
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+ - family-names: "Katiyo"
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+ given-names: "Daryl Panashe"
 
 
 
 
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  type: software
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+ date-released: 2026-05-26
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  url: "https://huggingface.co/DoB24/fundus-9model-benchmark"
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+ repository-code: "https://huggingface.co/DoB24/fundus-9model-benchmark"
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+ license: Apache-2.0
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  keywords:
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  - fundus
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  - retinal-imaging
 
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  - deep-learning
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+ - medical-imaging
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+ - classification
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  - benchmark