DoB24 commited on
Commit
80de2df
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verified ·
1 Parent(s): 1b4668e

Add per-class precision/recall/F1/support CSV

Browse files
Files changed (1) hide show
  1. analysis/per_class_metrics.csv +9 -9
analysis/per_class_metrics.csv CHANGED
@@ -1,5 +1,5 @@
1
  model,class,precision,recall,f1,support
2
- vgg19,Central Serous Chorioretinopathy [Color Fundus],0.8898,0.9722,0.9292,108
3
  vgg19,Diabetic Retinopathy,0.9901,0.9523,0.9708,733
4
  vgg19,Disc Edema,0.9073,1.0000,0.9514,137
5
  vgg19,Glaucoma,0.8231,0.7718,0.7966,609
@@ -9,7 +9,7 @@ vgg19,Myopia,0.8691,0.8750,0.8720,440
9
  vgg19,Pterygium,1.0000,1.0000,1.0000,17
10
  vgg19,Retinal Detachment,0.9922,1.0000,0.9961,127
11
  vgg19,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
12
- resnet50,Central Serous Chorioretinopathy [Color Fundus],0.8947,0.9444,0.9189,108
13
  resnet50,Diabetic Retinopathy,0.9817,0.9536,0.9675,733
14
  resnet50,Disc Edema,0.9067,0.9927,0.9477,137
15
  resnet50,Glaucoma,0.7993,0.7980,0.7987,609
@@ -19,7 +19,7 @@ resnet50,Myopia,0.8873,0.8227,0.8538,440
19
  resnet50,Pterygium,1.0000,1.0000,1.0000,17
20
  resnet50,Retinal Detachment,0.9922,1.0000,0.9961,127
21
  resnet50,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
22
- resnet101,Central Serous Chorioretinopathy [Color Fundus],0.8947,0.9444,0.9189,108
23
  resnet101,Diabetic Retinopathy,0.9764,0.9577,0.9669,733
24
  resnet101,Disc Edema,0.9315,0.9927,0.9611,137
25
  resnet101,Glaucoma,0.8185,0.7849,0.8013,609
@@ -29,7 +29,7 @@ resnet101,Myopia,0.8789,0.8409,0.8595,440
29
  resnet101,Pterygium,1.0000,1.0000,1.0000,17
30
  resnet101,Retinal Detachment,0.9922,1.0000,0.9961,127
31
  resnet101,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
32
- densenet121,Central Serous Chorioretinopathy [Color Fundus],0.8938,0.9352,0.9140,108
33
  densenet121,Diabetic Retinopathy,0.9887,0.9550,0.9715,733
34
  densenet121,Disc Edema,0.9073,1.0000,0.9514,137
35
  densenet121,Glaucoma,0.8206,0.8112,0.8159,609
@@ -39,7 +39,7 @@ densenet121,Myopia,0.8713,0.8614,0.8663,440
39
  densenet121,Pterygium,1.0000,1.0000,1.0000,17
40
  densenet121,Retinal Detachment,0.9922,1.0000,0.9961,127
41
  densenet121,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
42
- inception_v3,Central Serous Chorioretinopathy [Color Fundus],0.8947,0.9444,0.9189,108
43
  inception_v3,Diabetic Retinopathy,0.9818,0.9563,0.9689,733
44
  inception_v3,Disc Edema,0.9073,1.0000,0.9514,137
45
  inception_v3,Glaucoma,0.8013,0.8079,0.8046,609
@@ -49,7 +49,7 @@ inception_v3,Myopia,0.8750,0.8273,0.8505,440
49
  inception_v3,Pterygium,1.0000,1.0000,1.0000,17
50
  inception_v3,Retinal Detachment,0.9922,1.0000,0.9961,127
51
  inception_v3,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
52
- swin_b,Central Serous Chorioretinopathy [Color Fundus],0.8655,0.9537,0.9075,108
53
  swin_b,Diabetic Retinopathy,0.9817,0.9523,0.9668,733
54
  swin_b,Disc Edema,0.9073,1.0000,0.9514,137
55
  swin_b,Glaucoma,0.7418,0.7455,0.7437,609
@@ -59,7 +59,7 @@ swin_b,Myopia,0.8357,0.7864,0.8103,440
59
  swin_b,Pterygium,1.0000,1.0000,1.0000,17
60
  swin_b,Retinal Detachment,0.9845,1.0000,0.9922,127
61
  swin_b,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
62
- clip_openai,Central Serous Chorioretinopathy [Color Fundus],0.8814,0.9630,0.9204,108
63
  clip_openai,Diabetic Retinopathy,0.9731,0.9372,0.9548,733
64
  clip_openai,Disc Edema,0.9073,1.0000,0.9514,137
65
  clip_openai,Glaucoma,0.8087,0.6388,0.7138,609
@@ -69,7 +69,7 @@ clip_openai,Myopia,0.7894,0.8773,0.8310,440
69
  clip_openai,Pterygium,1.0000,1.0000,1.0000,17
70
  clip_openai,Retinal Detachment,0.9769,1.0000,0.9883,127
71
  clip_openai,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
72
- dinov2_l,Central Serous Chorioretinopathy [Color Fundus],0.8947,0.9444,0.9189,108
73
  dinov2_l,Diabetic Retinopathy,0.9806,0.9645,0.9725,733
74
  dinov2_l,Disc Edema,0.9379,0.9927,0.9645,137
75
  dinov2_l,Glaucoma,0.8185,0.7997,0.8090,609
@@ -79,7 +79,7 @@ dinov2_l,Myopia,0.8883,0.7955,0.8393,440
79
  dinov2_l,Pterygium,1.0000,1.0000,1.0000,17
80
  dinov2_l,Retinal Detachment,0.9845,1.0000,0.9922,127
81
  dinov2_l,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
82
- retfound,Central Serous Chorioretinopathy [Color Fundus],0.7953,0.9352,0.8596,108
83
  retfound,Diabetic Retinopathy,0.9718,0.9386,0.9549,733
84
  retfound,Disc Edema,0.8684,0.9635,0.9135,137
85
  retfound,Glaucoma,0.7257,0.6732,0.6985,609
 
1
  model,class,precision,recall,f1,support
2
+ vgg19,Central Serous Chorioretinopathy,0.8898,0.9722,0.9292,108
3
  vgg19,Diabetic Retinopathy,0.9901,0.9523,0.9708,733
4
  vgg19,Disc Edema,0.9073,1.0000,0.9514,137
5
  vgg19,Glaucoma,0.8231,0.7718,0.7966,609
 
9
  vgg19,Pterygium,1.0000,1.0000,1.0000,17
10
  vgg19,Retinal Detachment,0.9922,1.0000,0.9961,127
11
  vgg19,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
12
+ resnet50,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
13
  resnet50,Diabetic Retinopathy,0.9817,0.9536,0.9675,733
14
  resnet50,Disc Edema,0.9067,0.9927,0.9477,137
15
  resnet50,Glaucoma,0.7993,0.7980,0.7987,609
 
19
  resnet50,Pterygium,1.0000,1.0000,1.0000,17
20
  resnet50,Retinal Detachment,0.9922,1.0000,0.9961,127
21
  resnet50,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
22
+ resnet101,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
23
  resnet101,Diabetic Retinopathy,0.9764,0.9577,0.9669,733
24
  resnet101,Disc Edema,0.9315,0.9927,0.9611,137
25
  resnet101,Glaucoma,0.8185,0.7849,0.8013,609
 
29
  resnet101,Pterygium,1.0000,1.0000,1.0000,17
30
  resnet101,Retinal Detachment,0.9922,1.0000,0.9961,127
31
  resnet101,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
32
+ densenet121,Central Serous Chorioretinopathy,0.8938,0.9352,0.9140,108
33
  densenet121,Diabetic Retinopathy,0.9887,0.9550,0.9715,733
34
  densenet121,Disc Edema,0.9073,1.0000,0.9514,137
35
  densenet121,Glaucoma,0.8206,0.8112,0.8159,609
 
39
  densenet121,Pterygium,1.0000,1.0000,1.0000,17
40
  densenet121,Retinal Detachment,0.9922,1.0000,0.9961,127
41
  densenet121,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
42
+ inception_v3,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
43
  inception_v3,Diabetic Retinopathy,0.9818,0.9563,0.9689,733
44
  inception_v3,Disc Edema,0.9073,1.0000,0.9514,137
45
  inception_v3,Glaucoma,0.8013,0.8079,0.8046,609
 
49
  inception_v3,Pterygium,1.0000,1.0000,1.0000,17
50
  inception_v3,Retinal Detachment,0.9922,1.0000,0.9961,127
51
  inception_v3,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
52
+ swin_b,Central Serous Chorioretinopathy,0.8655,0.9537,0.9075,108
53
  swin_b,Diabetic Retinopathy,0.9817,0.9523,0.9668,733
54
  swin_b,Disc Edema,0.9073,1.0000,0.9514,137
55
  swin_b,Glaucoma,0.7418,0.7455,0.7437,609
 
59
  swin_b,Pterygium,1.0000,1.0000,1.0000,17
60
  swin_b,Retinal Detachment,0.9845,1.0000,0.9922,127
61
  swin_b,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
62
+ clip_openai,Central Serous Chorioretinopathy,0.8814,0.9630,0.9204,108
63
  clip_openai,Diabetic Retinopathy,0.9731,0.9372,0.9548,733
64
  clip_openai,Disc Edema,0.9073,1.0000,0.9514,137
65
  clip_openai,Glaucoma,0.8087,0.6388,0.7138,609
 
69
  clip_openai,Pterygium,1.0000,1.0000,1.0000,17
70
  clip_openai,Retinal Detachment,0.9769,1.0000,0.9883,127
71
  clip_openai,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
72
+ dinov2_l,Central Serous Chorioretinopathy,0.8947,0.9444,0.9189,108
73
  dinov2_l,Diabetic Retinopathy,0.9806,0.9645,0.9725,733
74
  dinov2_l,Disc Edema,0.9379,0.9927,0.9645,137
75
  dinov2_l,Glaucoma,0.8185,0.7997,0.8090,609
 
79
  dinov2_l,Pterygium,1.0000,1.0000,1.0000,17
80
  dinov2_l,Retinal Detachment,0.9845,1.0000,0.9922,127
81
  dinov2_l,Retinitis Pigmentosa,0.9337,1.0000,0.9657,155
82
+ retfound,Central Serous Chorioretinopathy,0.7953,0.9352,0.8596,108
83
  retfound,Diabetic Retinopathy,0.9718,0.9386,0.9549,733
84
  retfound,Disc Edema,0.8684,0.9635,0.9135,137
85
  retfound,Glaucoma,0.7257,0.6732,0.6985,609