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CITATION.cff
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cff-version: 1.2.0
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message: "If you use this benchmark
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title: "
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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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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
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