fundus-9model-benchmark / analysis /per_class_metrics.csv
DoB24's picture
Add per-class precision/recall/F1/support CSV
80de2df verified
Raw
History Blame Contribute Delete
4.61 kB
model,class,precision,recall,f1,support
vgg19,Central Serous Chorioretinopathy,0.8898,0.9722,0.9292,108
vgg19,Diabetic Retinopathy,0.9901,0.9523,0.9708,733
vgg19,Disc Edema,0.9073,1.0000,0.9514,137
vgg19,Glaucoma,0.8231,0.7718,0.7966,609
vgg19,Healthy,0.8342,0.8631,0.8484,548
vgg19,Macular Scar,0.8713,0.8922,0.8817,334
vgg19,Myopia,0.8691,0.8750,0.8720,440
vgg19,Pterygium,1.0000,1.0000,1.0000,17
vgg19,Retinal Detachment,0.9922,1.0000,0.9961,127
vgg19,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
resnet50,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
resnet50,Diabetic Retinopathy,0.9817,0.9536,0.9675,733
resnet50,Disc Edema,0.9067,0.9927,0.9477,137
resnet50,Glaucoma,0.7993,0.7980,0.7987,609
resnet50,Healthy,0.8482,0.8668,0.8574,548
resnet50,Macular Scar,0.8667,0.8952,0.8807,334
resnet50,Myopia,0.8873,0.8227,0.8538,440
resnet50,Pterygium,1.0000,1.0000,1.0000,17
resnet50,Retinal Detachment,0.9922,1.0000,0.9961,127
resnet50,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
resnet101,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
resnet101,Diabetic Retinopathy,0.9764,0.9577,0.9669,733
resnet101,Disc Edema,0.9315,0.9927,0.9611,137
resnet101,Glaucoma,0.8185,0.7849,0.8013,609
resnet101,Healthy,0.8446,0.8631,0.8538,548
resnet101,Macular Scar,0.8584,0.9072,0.8821,334
resnet101,Myopia,0.8789,0.8409,0.8595,440
resnet101,Pterygium,1.0000,1.0000,1.0000,17
resnet101,Retinal Detachment,0.9922,1.0000,0.9961,127
resnet101,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
densenet121,Central Serous Chorioretinopathy,0.8938,0.9352,0.9140,108
densenet121,Diabetic Retinopathy,0.9887,0.9550,0.9715,733
densenet121,Disc Edema,0.9073,1.0000,0.9514,137
densenet121,Glaucoma,0.8206,0.8112,0.8159,609
densenet121,Healthy,0.8713,0.8522,0.8616,548
densenet121,Macular Scar,0.8608,0.9072,0.8834,334
densenet121,Myopia,0.8713,0.8614,0.8663,440
densenet121,Pterygium,1.0000,1.0000,1.0000,17
densenet121,Retinal Detachment,0.9922,1.0000,0.9961,127
densenet121,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
inception_v3,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
inception_v3,Diabetic Retinopathy,0.9818,0.9563,0.9689,733
inception_v3,Disc Edema,0.9073,1.0000,0.9514,137
inception_v3,Glaucoma,0.8013,0.8079,0.8046,609
inception_v3,Healthy,0.8622,0.8449,0.8535,548
inception_v3,Macular Scar,0.8661,0.9102,0.8876,334
inception_v3,Myopia,0.8750,0.8273,0.8505,440
inception_v3,Pterygium,1.0000,1.0000,1.0000,17
inception_v3,Retinal Detachment,0.9922,1.0000,0.9961,127
inception_v3,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
swin_b,Central Serous Chorioretinopathy,0.8655,0.9537,0.9075,108
swin_b,Diabetic Retinopathy,0.9817,0.9523,0.9668,733
swin_b,Disc Edema,0.9073,1.0000,0.9514,137
swin_b,Glaucoma,0.7418,0.7455,0.7437,609
swin_b,Healthy,0.8121,0.8358,0.8237,548
swin_b,Macular Scar,0.8954,0.8713,0.8832,334
swin_b,Myopia,0.8357,0.7864,0.8103,440
swin_b,Pterygium,1.0000,1.0000,1.0000,17
swin_b,Retinal Detachment,0.9845,1.0000,0.9922,127
swin_b,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
clip_openai,Central Serous Chorioretinopathy,0.8814,0.9630,0.9204,108
clip_openai,Diabetic Retinopathy,0.9731,0.9372,0.9548,733
clip_openai,Disc Edema,0.9073,1.0000,0.9514,137
clip_openai,Glaucoma,0.8087,0.6388,0.7138,609
clip_openai,Healthy,0.7956,0.8668,0.8297,548
clip_openai,Macular Scar,0.8215,0.8683,0.8443,334
clip_openai,Myopia,0.7894,0.8773,0.8310,440
clip_openai,Pterygium,1.0000,1.0000,1.0000,17
clip_openai,Retinal Detachment,0.9769,1.0000,0.9883,127
clip_openai,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
dinov2_l,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
dinov2_l,Diabetic Retinopathy,0.9806,0.9645,0.9725,733
dinov2_l,Disc Edema,0.9379,0.9927,0.9645,137
dinov2_l,Glaucoma,0.8185,0.7997,0.8090,609
dinov2_l,Healthy,0.8411,0.8887,0.8642,548
dinov2_l,Macular Scar,0.8707,0.9072,0.8886,334
dinov2_l,Myopia,0.8883,0.7955,0.8393,440
dinov2_l,Pterygium,1.0000,1.0000,1.0000,17
dinov2_l,Retinal Detachment,0.9845,1.0000,0.9922,127
dinov2_l,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
retfound,Central Serous Chorioretinopathy,0.7953,0.9352,0.8596,108
retfound,Diabetic Retinopathy,0.9718,0.9386,0.9549,733
retfound,Disc Edema,0.8684,0.9635,0.9135,137
retfound,Glaucoma,0.7257,0.6732,0.6985,609
retfound,Healthy,0.8099,0.7774,0.7933,548
retfound,Macular Scar,0.8171,0.8024,0.8097,334
retfound,Myopia,0.7536,0.8341,0.7918,440
retfound,Pterygium,1.0000,1.0000,1.0000,17
retfound,Retinal Detachment,0.9695,1.0000,0.9845,127
retfound,Retinitis Pigmentosa,0.9281,1.0000,0.9627,155