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DoB24
/
fundus-9model-benchmark
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0
Image Classification
PyTorch
DoB24/fundus-10class-augmented
medical-imaging
ophthalmology
fundus
retinal-disease
benchmark
ensemble
cross-validation
arxiv:
2304.07193
arxiv:
2103.14030
License:
apache-2.0
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fundus-9model-benchmark
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76 commits
DoB24
Add pooled-protocol provenance scripts (regenerate summary, 9-model McNemar, per-class, ensemble from fold predictions)
63fc39b
verified
about 2 months ago
analysis
Pooled five-fold consistency: foundation models pooled like CNN/CLIP; 9-model McNemar (36 pairs); per-class pooled; pooled ensemble report
about 2 months ago
code
Add pooled-protocol provenance scripts (regenerate summary, 9-model McNemar, per-class, ensemble from fold predictions)
about 2 months ago
dataset
Add dataset class distribution + sample grid
2 months ago
gradcam
gradcam v2: gradcam_vgg19.png
2 months ago
kfold
Pooled five-fold consistency: foundation models pooled like CNN/CLIP; 9-model McNemar (36 pairs); per-class pooled; pooled ensemble report
about 2 months ago
results
Add 9-model fundus benchmark: weights + results + splits + code + README
2 months ago
splits
Add 9-model fundus benchmark: weights + results + splits + code + README
2 months ago
weights
Add 9-model fundus benchmark: weights + results + splits + code + README
2 months ago
.gitattributes
Safe
3.78 kB
gradcam v2: gradcam_swin_b.png
2 months ago
CITATION.cff
Safe
551 Bytes
Add CITATION.cff
2 months ago
README.md
Safe
19.2 kB
README v2: authoritative 5-fold CV table (§5.1) + single-run baseline (§5.2), verified metrics incl. kappa/brier/F1-CI
2 months ago