fundus-9model-benchmark / analysis /per_class_metrics_pooled.csv
DoB24's picture
Pooled five-fold consistency: foundation models pooled like CNN/CLIP; 9-model McNemar (36 pairs); per-class pooled; pooled ensemble report
767b053 verified
Raw
History Blame Contribute Delete
6.94 kB
model,class,precision,recall,f1,support
inception_v3,Central Serous Chorioretinopathy,0.8947368421052632,0.9444444444444444,0.918918918918919,108
inception_v3,Diabetic Retinopathy,0.9957386363636364,0.956343792633015,0.9756437021572721,733
inception_v3,Disc Edema,0.9072847682119205,1.0,0.9513888888888888,137
inception_v3,Glaucoma,0.840630472854641,0.7881773399014779,0.8135593220338984,609
inception_v3,Healthy,0.8610108303249098,0.8704379562043796,0.8656987295825771,548
inception_v3,Macular Scar,0.8640226628895185,0.9131736526946108,0.8879184861717613,334
inception_v3,Myopia,0.8713968957871396,0.8931818181818182,0.8821548821548821,440
inception_v3,Pterygium,1.0,1.0,1.0,17
inception_v3,Retinal Detachment,0.9921875,1.0,0.996078431372549,127
inception_v3,Retinitis Pigmentosa,0.9333333333333333,0.9935483870967742,0.9625,155
clip_openai,Central Serous Chorioretinopathy,0.907563025210084,1.0,0.9515418502202643,108
clip_openai,Diabetic Retinopathy,0.9914772727272727,0.9522510231923602,0.9714683368128044,733
clip_openai,Disc Edema,0.9072847682119205,1.0,0.9513888888888888,137
clip_openai,Glaucoma,0.8493647912885662,0.7684729064039408,0.8068965517241379,609
clip_openai,Healthy,0.8397212543554007,0.8795620437956204,0.8591800356506238,548
clip_openai,Macular Scar,0.8731988472622478,0.907185628742515,0.8898678414096917,334
clip_openai,Myopia,0.8802660753880266,0.9022727272727272,0.8911335578002245,440
clip_openai,Pterygium,1.0,1.0,1.0,17
clip_openai,Retinal Detachment,0.9921875,1.0,0.996078431372549,127
clip_openai,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
vgg19,Central Serous Chorioretinopathy,0.8983050847457628,0.9814814814814815,0.9380530973451328,108
vgg19,Diabetic Retinopathy,0.9831460674157303,0.9549795361527967,0.9688581314878892,733
vgg19,Disc Edema,0.9066666666666666,0.9927007299270073,0.9477351916376306,137
vgg19,Glaucoma,0.8584392014519057,0.7766830870279147,0.8155172413793104,609
vgg19,Healthy,0.8566308243727598,0.8722627737226277,0.864376130198915,548
vgg19,Macular Scar,0.8567335243553008,0.8952095808383234,0.8755490483162518,334
vgg19,Myopia,0.8733624454148472,0.9090909090909091,0.89086859688196,440
vgg19,Pterygium,1.0,1.0,1.0,17
vgg19,Retinal Detachment,0.9844961240310077,1.0,0.9921875,127
vgg19,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
resnet101,Central Serous Chorioretinopathy,0.9043478260869565,0.9629629629629629,0.9327354260089686,108
resnet101,Diabetic Retinopathy,0.983026874115983,0.9481582537517054,0.9652777777777778,733
resnet101,Disc Edema,0.9066666666666666,0.9927007299270073,0.9477351916376306,137
resnet101,Glaucoma,0.8527272727272728,0.7701149425287356,0.8093183779119931,609
resnet101,Healthy,0.864376130198915,0.8722627737226277,0.8683015440508629,548
resnet101,Macular Scar,0.8689458689458689,0.9131736526946108,0.8905109489051095,334
resnet101,Myopia,0.8577494692144374,0.9181818181818182,0.8869374313940724,440
resnet101,Pterygium,1.0,1.0,1.0,17
resnet101,Retinal Detachment,0.9921875,1.0,0.996078431372549,127
resnet101,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
dinov2_l,Central Serous Chorioretinopathy,0.8956521739130435,0.9537037037037037,0.9237668161434978,108
dinov2_l,Diabetic Retinopathy,0.9846582984658299,0.9631650750341064,0.9737931034482759,733
dinov2_l,Disc Edema,0.9379310344827586,0.9927007299270073,0.9645390070921985,137
dinov2_l,Glaucoma,0.8339100346020761,0.7914614121510674,0.8121314237573716,609
dinov2_l,Healthy,0.8597122302158273,0.8722627737226277,0.8659420289855072,548
dinov2_l,Macular Scar,0.8604651162790697,0.8862275449101796,0.8731563421828908,334
dinov2_l,Myopia,0.8800904977375565,0.884090909090909,0.8820861678004536,440
dinov2_l,Pterygium,1.0,1.0,1.0,17
dinov2_l,Retinal Detachment,0.9921875,1.0,0.996078431372549,127
dinov2_l,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
densenet121,Central Serous Chorioretinopathy,0.8947368421052632,0.9444444444444444,0.918918918918919,108
densenet121,Diabetic Retinopathy,0.9818688981868898,0.9604365620736699,0.9710344827586207,733
densenet121,Disc Edema,0.9315068493150684,0.9927007299270073,0.9611307420494699,137
densenet121,Glaucoma,0.8324514991181657,0.7750410509031199,0.8027210884353742,609
densenet121,Healthy,0.8472468916518651,0.8704379562043796,0.8586858685868587,548
densenet121,Macular Scar,0.86,0.9011976047904192,0.8801169590643275,334
densenet121,Myopia,0.875,0.875,0.875,440
densenet121,Pterygium,1.0,1.0,1.0,17
densenet121,Retinal Detachment,0.9921875,1.0,0.996078431372549,127
densenet121,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
resnet50,Central Serous Chorioretinopathy,0.8947368421052632,0.9444444444444444,0.918918918918919,108
resnet50,Diabetic Retinopathy,0.9777777777777777,0.9604365620736699,0.969029593943565,733
resnet50,Disc Edema,0.9194630872483222,1.0,0.958041958041958,137
resnet50,Glaucoma,0.830122591943958,0.7783251231527094,0.8033898305084746,609
resnet50,Healthy,0.850828729281768,0.843065693430657,0.846929422548121,548
resnet50,Macular Scar,0.8587570621468926,0.9101796407185628,0.8837209302325582,334
resnet50,Myopia,0.8721973094170403,0.884090909090909,0.8781038374717833,440
resnet50,Pterygium,1.0,1.0,1.0,17
resnet50,Retinal Detachment,0.9921875,1.0,0.996078431372549,127
resnet50,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
swin_b,Central Serous Chorioretinopathy,0.8899082568807339,0.8981481481481481,0.8940092165898618,108
swin_b,Diabetic Retinopathy,0.9775910364145658,0.9522510231923602,0.9647546648237734,733
swin_b,Disc Edema,0.9072847682119205,1.0,0.9513888888888888,137
swin_b,Glaucoma,0.7552674230145867,0.7651888341543513,0.7601957585644372,609
swin_b,Healthy,0.8506616257088847,0.8211678832116789,0.8356545961002786,548
swin_b,Macular Scar,0.8676470588235294,0.8832335329341318,0.8753709198813057,334
swin_b,Myopia,0.8279816513761468,0.8204545454545454,0.8242009132420092,440
swin_b,Pterygium,1.0,1.0,1.0,17
swin_b,Retinal Detachment,0.9844961240310077,1.0,0.9921875,127
swin_b,Retinitis Pigmentosa,0.9337349397590361,1.0,0.9657320872274143,155
retfound,Central Serous Chorioretinopathy,0.7727272727272727,0.9444444444444444,0.85,108
retfound,Diabetic Retinopathy,0.9691011235955056,0.9413369713506139,0.9550173010380623,733
retfound,Disc Edema,0.8851351351351351,0.9562043795620438,0.9192982456140351,137
retfound,Glaucoma,0.7291666666666666,0.632183908045977,0.6772207563764292,609
retfound,Healthy,0.7688356164383562,0.8193430656934306,0.7932862190812721,548
retfound,Macular Scar,0.839344262295082,0.7664670658682635,0.8012519561815337,334
retfound,Myopia,0.7468879668049793,0.8181818181818182,0.7809110629067245,440
retfound,Pterygium,1.0,1.0,1.0,17
retfound,Retinal Detachment,0.9621212121212122,1.0,0.9806949806949807,127
retfound,Retinitis Pigmentosa,0.9226190476190477,1.0,0.9597523219814241,155