Add per-class precision/recall/F1/support CSV
Browse files
analysis/per_class_metrics.csv
CHANGED
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@@ -1,5 +1,5 @@
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model,class,precision,recall,f1,support
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vgg19,Central Serous Chorioretinopathy
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vgg19,Diabetic Retinopathy,0.9901,0.9523,0.9708,733
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vgg19,Disc Edema,0.9073,1.0000,0.9514,137
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vgg19,Glaucoma,0.8231,0.7718,0.7966,609
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@@ -9,7 +9,7 @@ vgg19,Myopia,0.8691,0.8750,0.8720,440
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vgg19,Pterygium,1.0000,1.0000,1.0000,17
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vgg19,Retinal Detachment,0.9922,1.0000,0.9961,127
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| 11 |
vgg19,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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resnet50,Central Serous Chorioretinopathy
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resnet50,Diabetic Retinopathy,0.9817,0.9536,0.9675,733
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| 14 |
resnet50,Disc Edema,0.9067,0.9927,0.9477,137
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resnet50,Glaucoma,0.7993,0.7980,0.7987,609
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@@ -19,7 +19,7 @@ resnet50,Myopia,0.8873,0.8227,0.8538,440
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resnet50,Pterygium,1.0000,1.0000,1.0000,17
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resnet50,Retinal Detachment,0.9922,1.0000,0.9961,127
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resnet50,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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resnet101,Central Serous Chorioretinopathy
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resnet101,Diabetic Retinopathy,0.9764,0.9577,0.9669,733
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resnet101,Disc Edema,0.9315,0.9927,0.9611,137
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resnet101,Glaucoma,0.8185,0.7849,0.8013,609
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@@ -29,7 +29,7 @@ resnet101,Myopia,0.8789,0.8409,0.8595,440
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resnet101,Pterygium,1.0000,1.0000,1.0000,17
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resnet101,Retinal Detachment,0.9922,1.0000,0.9961,127
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resnet101,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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densenet121,Central Serous Chorioretinopathy
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densenet121,Diabetic Retinopathy,0.9887,0.9550,0.9715,733
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densenet121,Disc Edema,0.9073,1.0000,0.9514,137
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densenet121,Glaucoma,0.8206,0.8112,0.8159,609
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@@ -39,7 +39,7 @@ densenet121,Myopia,0.8713,0.8614,0.8663,440
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densenet121,Pterygium,1.0000,1.0000,1.0000,17
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densenet121,Retinal Detachment,0.9922,1.0000,0.9961,127
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densenet121,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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inception_v3,Central Serous Chorioretinopathy
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inception_v3,Diabetic Retinopathy,0.9818,0.9563,0.9689,733
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inception_v3,Disc Edema,0.9073,1.0000,0.9514,137
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inception_v3,Glaucoma,0.8013,0.8079,0.8046,609
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@@ -49,7 +49,7 @@ inception_v3,Myopia,0.8750,0.8273,0.8505,440
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inception_v3,Pterygium,1.0000,1.0000,1.0000,17
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inception_v3,Retinal Detachment,0.9922,1.0000,0.9961,127
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inception_v3,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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swin_b,Central Serous Chorioretinopathy
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swin_b,Diabetic Retinopathy,0.9817,0.9523,0.9668,733
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swin_b,Disc Edema,0.9073,1.0000,0.9514,137
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swin_b,Glaucoma,0.7418,0.7455,0.7437,609
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@@ -59,7 +59,7 @@ swin_b,Myopia,0.8357,0.7864,0.8103,440
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swin_b,Pterygium,1.0000,1.0000,1.0000,17
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swin_b,Retinal Detachment,0.9845,1.0000,0.9922,127
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swin_b,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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clip_openai,Central Serous Chorioretinopathy
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clip_openai,Diabetic Retinopathy,0.9731,0.9372,0.9548,733
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clip_openai,Disc Edema,0.9073,1.0000,0.9514,137
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clip_openai,Glaucoma,0.8087,0.6388,0.7138,609
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@@ -69,7 +69,7 @@ clip_openai,Myopia,0.7894,0.8773,0.8310,440
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clip_openai,Pterygium,1.0000,1.0000,1.0000,17
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clip_openai,Retinal Detachment,0.9769,1.0000,0.9883,127
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clip_openai,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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dinov2_l,Central Serous Chorioretinopathy
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dinov2_l,Diabetic Retinopathy,0.9806,0.9645,0.9725,733
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dinov2_l,Disc Edema,0.9379,0.9927,0.9645,137
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dinov2_l,Glaucoma,0.8185,0.7997,0.8090,609
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@@ -79,7 +79,7 @@ dinov2_l,Myopia,0.8883,0.7955,0.8393,440
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dinov2_l,Pterygium,1.0000,1.0000,1.0000,17
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dinov2_l,Retinal Detachment,0.9845,1.0000,0.9922,127
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dinov2_l,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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retfound,Central Serous Chorioretinopathy
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retfound,Diabetic Retinopathy,0.9718,0.9386,0.9549,733
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retfound,Disc Edema,0.8684,0.9635,0.9135,137
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retfound,Glaucoma,0.7257,0.6732,0.6985,609
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model,class,precision,recall,f1,support
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| 2 |
+
vgg19,Central Serous Chorioretinopathy,0.8898,0.9722,0.9292,108
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vgg19,Diabetic Retinopathy,0.9901,0.9523,0.9708,733
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vgg19,Disc Edema,0.9073,1.0000,0.9514,137
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vgg19,Glaucoma,0.8231,0.7718,0.7966,609
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vgg19,Pterygium,1.0000,1.0000,1.0000,17
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vgg19,Retinal Detachment,0.9922,1.0000,0.9961,127
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vgg19,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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resnet50,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
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resnet50,Diabetic Retinopathy,0.9817,0.9536,0.9675,733
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resnet50,Disc Edema,0.9067,0.9927,0.9477,137
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resnet50,Glaucoma,0.7993,0.7980,0.7987,609
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resnet50,Pterygium,1.0000,1.0000,1.0000,17
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resnet50,Retinal Detachment,0.9922,1.0000,0.9961,127
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| 21 |
resnet50,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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+
resnet101,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
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resnet101,Diabetic Retinopathy,0.9764,0.9577,0.9669,733
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resnet101,Disc Edema,0.9315,0.9927,0.9611,137
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resnet101,Glaucoma,0.8185,0.7849,0.8013,609
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resnet101,Pterygium,1.0000,1.0000,1.0000,17
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resnet101,Retinal Detachment,0.9922,1.0000,0.9961,127
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resnet101,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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densenet121,Central Serous Chorioretinopathy,0.8938,0.9352,0.9140,108
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densenet121,Diabetic Retinopathy,0.9887,0.9550,0.9715,733
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densenet121,Disc Edema,0.9073,1.0000,0.9514,137
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densenet121,Glaucoma,0.8206,0.8112,0.8159,609
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densenet121,Pterygium,1.0000,1.0000,1.0000,17
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densenet121,Retinal Detachment,0.9922,1.0000,0.9961,127
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densenet121,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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| 42 |
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inception_v3,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
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inception_v3,Diabetic Retinopathy,0.9818,0.9563,0.9689,733
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inception_v3,Disc Edema,0.9073,1.0000,0.9514,137
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inception_v3,Glaucoma,0.8013,0.8079,0.8046,609
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inception_v3,Pterygium,1.0000,1.0000,1.0000,17
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inception_v3,Retinal Detachment,0.9922,1.0000,0.9961,127
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inception_v3,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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swin_b,Central Serous Chorioretinopathy,0.8655,0.9537,0.9075,108
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| 53 |
swin_b,Diabetic Retinopathy,0.9817,0.9523,0.9668,733
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| 54 |
swin_b,Disc Edema,0.9073,1.0000,0.9514,137
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swin_b,Glaucoma,0.7418,0.7455,0.7437,609
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swin_b,Pterygium,1.0000,1.0000,1.0000,17
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swin_b,Retinal Detachment,0.9845,1.0000,0.9922,127
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swin_b,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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clip_openai,Central Serous Chorioretinopathy,0.8814,0.9630,0.9204,108
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| 63 |
clip_openai,Diabetic Retinopathy,0.9731,0.9372,0.9548,733
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| 64 |
clip_openai,Disc Edema,0.9073,1.0000,0.9514,137
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clip_openai,Glaucoma,0.8087,0.6388,0.7138,609
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| 69 |
clip_openai,Pterygium,1.0000,1.0000,1.0000,17
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clip_openai,Retinal Detachment,0.9769,1.0000,0.9883,127
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| 71 |
clip_openai,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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| 72 |
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dinov2_l,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
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| 73 |
dinov2_l,Diabetic Retinopathy,0.9806,0.9645,0.9725,733
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| 74 |
dinov2_l,Disc Edema,0.9379,0.9927,0.9645,137
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| 75 |
dinov2_l,Glaucoma,0.8185,0.7997,0.8090,609
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dinov2_l,Pterygium,1.0000,1.0000,1.0000,17
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| 80 |
dinov2_l,Retinal Detachment,0.9845,1.0000,0.9922,127
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| 81 |
dinov2_l,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
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retfound,Central Serous Chorioretinopathy,0.7953,0.9352,0.8596,108
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| 83 |
retfound,Diabetic Retinopathy,0.9718,0.9386,0.9549,733
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| 84 |
retfound,Disc Edema,0.8684,0.9635,0.9135,137
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retfound,Glaucoma,0.7257,0.6732,0.6985,609
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