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Add post-hoc analysis: confusion matrices, ROC, reliability, per-class F1, accuracy ranking
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{
"classes": [
"Central Serous Chorioretinopathy",
"Diabetic Retinopathy",
"Disc Edema",
"Glaucoma",
"Healthy",
"Macular Scar",
"Myopia",
"Pterygium",
"Retinal Detachment",
"Retinitis Pigmentosa"
],
"per_class_f1": {
"vgg19": [
0.9292035398230089,
0.9707927677329624,
0.9513888888888888,
0.7966101694915254,
0.8484304932735426,
0.8816568047337278,
0.8720271800679502,
1.0,
0.996078431372549,
0.9657320872274143
],
"resnet50": [
0.918918918918919,
0.9674740484429065,
0.9477351916376306,
0.7986852917009039,
0.8574007220216606,
0.8807069219440353,
0.8537735849056604,
1.0,
0.996078431372549,
0.9657320872274143
],
"resnet101": [
0.918918918918919,
0.9669421487603306,
0.9611307420494699,
0.8013411567476949,
0.8537906137184116,
0.8820960698689956,
0.859465737514518,
1.0,
0.996078431372549,
0.9657320872274143
],
"densenet121": [
0.9140271493212669,
0.9715475364330326,
0.9513888888888888,
0.8158546655656482,
0.8616236162361623,
0.8833819241982507,
0.8662857142857143,
1.0,
0.996078431372549,
0.9657320872274143
],
"inception_v3": [
0.918918918918919,
0.9689011748445059,
0.9513888888888888,
0.8045789043336059,
0.8534562211981567,
0.8875912408759125,
0.8504672897196262,
1.0,
0.996078431372549,
0.9657320872274143
],
"swin_b": [
0.9074889867841409,
0.9667590027700831,
0.9513888888888888,
0.7436527436527437,
0.8237410071942446,
0.8831562974203339,
0.810304449648712,
1.0,
0.9921875,
0.9657320872274143
],
"clip_openai": [
0.9203539823008849,
0.954829742876998,
0.9513888888888888,
0.7137614678899082,
0.8296943231441049,
0.8442503639010189,
0.8310010764262648,
1.0,
0.9883268482490273,
0.9657320872274143
],
"dinov2_l": [
0.918918918918919,
0.9724896836313618,
0.9645390070921985,
0.8089700996677741,
0.8642413487133984,
0.8885630498533724,
0.8393285371702638,
1.0,
0.9921875,
0.9657320872274143
],
"retfound": [
0.8595744680851064,
0.9548924358084664,
0.9134948096885813,
0.6984667802385008,
0.7932960893854749,
0.8096676737160121,
0.7918015102481122,
1.0,
0.9844961240310077,
0.9627329192546584
]
}
}