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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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kfold
4.79 MB
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History:
48 commits
DoB24
Pooled five-fold consistency: foundation models pooled like CNN/CLIP; 9-model McNemar (36 pairs); per-class pooled; pooled ensemble report
767b053
verified
23 days ago
cnn_clip
Pooled five-fold consistency: foundation models pooled like CNN/CLIP; 9-model McNemar (36 pairs); per-class pooled; pooled ensemble report
23 days ago
README.md
2.26 kB
kfold v2: README
about 1 month ago
foundation_fold0_dinov2_l.json
382 Bytes
kfold v2: per-fold test JSON foundation_fold0_dinov2_l.json
about 1 month ago
foundation_fold0_retfound.json
383 Bytes
kfold v2: per-fold test JSON foundation_fold0_retfound.json
about 1 month ago
foundation_fold0_summary.json
433 Bytes
kfold v2: foundation_fold0_summary.json
about 1 month ago
foundation_fold0_swin_b.json
379 Bytes
kfold v2: per-fold test JSON foundation_fold0_swin_b.json
about 1 month ago
foundation_fold1_dinov2_l.json
381 Bytes
kfold v2: per-fold test JSON foundation_fold1_dinov2_l.json
about 1 month ago
foundation_fold1_retfound.json
383 Bytes
kfold v2: per-fold test JSON foundation_fold1_retfound.json
about 1 month ago
foundation_fold1_summary.json
433 Bytes
kfold v2: foundation_fold1_summary.json
about 1 month ago
foundation_fold1_swin_b.json
382 Bytes
kfold v2: per-fold test JSON foundation_fold1_swin_b.json
about 1 month ago
foundation_fold2_dinov2_l.json
382 Bytes
kfold v2: per-fold test JSON foundation_fold2_dinov2_l.json
about 1 month ago
foundation_fold2_retfound.json
383 Bytes
kfold v2: per-fold test JSON foundation_fold2_retfound.json
about 1 month ago
foundation_fold2_summary.json
433 Bytes
kfold v2: foundation_fold2_summary.json
about 1 month ago
foundation_fold2_swin_b.json
381 Bytes
kfold v2: per-fold test JSON foundation_fold2_swin_b.json
about 1 month ago
foundation_fold3_dinov2_l.json
381 Bytes
kfold v2: per-fold test JSON foundation_fold3_dinov2_l.json
about 1 month ago
foundation_fold3_retfound.json
383 Bytes
kfold v2: per-fold test JSON foundation_fold3_retfound.json
about 1 month ago
foundation_fold3_summary.json
433 Bytes
kfold v2: foundation_fold3_summary.json
about 1 month ago
foundation_fold3_swin_b.json
383 Bytes
kfold v2: per-fold test JSON foundation_fold3_swin_b.json
about 1 month ago
foundation_fold4_dinov2_l.json
382 Bytes
kfold v2: per-fold test JSON foundation_fold4_dinov2_l.json
about 1 month ago
foundation_fold4_retfound.json
382 Bytes
kfold v2: per-fold test JSON foundation_fold4_retfound.json
about 1 month ago
foundation_fold4_summary.json
432 Bytes
kfold v2: foundation_fold4_summary.json
about 1 month ago
foundation_fold4_swin_b.json
381 Bytes
kfold v2: per-fold test JSON foundation_fold4_swin_b.json
about 1 month ago
foundation_kfold.json
8.25 kB
kfold v2: foundation_kfold.json
about 1 month ago
kfold_v2_summary.csv
1.29 kB
Pooled five-fold consistency: foundation models pooled like CNN/CLIP; 9-model McNemar (36 pairs); per-class pooled; pooled ensemble report
23 days ago