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fundus-9model-benchmark

Image Classification
PyTorch
medical-imaging
ophthalmology
fundus
retinal-disease
benchmark
ensemble
cross-validation
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DoB24 commited on
Commit
40d17a5
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1 Parent(s): 80de2df

Add numeric confusion matrix CSVs

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Files changed (9) hide show
  1. analysis/confusion_matrices_csv/cm_clip_openai.csv +2 -2
  2. analysis/confusion_matrices_csv/cm_densenet121.csv +2 -2
  3. analysis/confusion_matrices_csv/cm_dinov2_l.csv +2 -2
  4. analysis/confusion_matrices_csv/cm_inception_v3.csv +2 -2
  5. analysis/confusion_matrices_csv/cm_resnet101.csv +2 -2
  6. analysis/confusion_matrices_csv/cm_resnet50.csv +2 -2
  7. analysis/confusion_matrices_csv/cm_retfound.csv +2 -2
  8. analysis/confusion_matrices_csv/cm_swin_b.csv +2 -2
  9. analysis/confusion_matrices_csv/cm_vgg19.csv +2 -2
analysis/confusion_matrices_csv/cm_clip_openai.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],104,0,0,1,0,3,0,0,0,0
3
  Diabetic Retinopathy,5,687,10,6,0,20,2,0,2,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,5,1,389,103,21,85,0,1,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,104,0,0,1,0,3,0,0,0,0
3
  Diabetic Retinopathy,5,687,10,6,0,20,2,0,2,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,5,1,389,103,21,85,0,1,2
analysis/confusion_matrices_csv/cm_densenet121.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],101,0,0,1,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,700,10,4,0,11,1,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,4,1,494,55,12,39,0,0,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,101,0,0,1,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,700,10,4,0,11,1,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,4,1,494,55,12,39,0,0,2
analysis/confusion_matrices_csv/cm_dinov2_l.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],102,0,0,0,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,707,5,4,0,10,0,0,1,1
4
  Disc Edema,0,0,136,0,0,1,0,0,0,0
5
  Glaucoma,2,5,1,487,68,12,31,0,1,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,102,0,0,0,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,707,5,4,0,10,0,0,1,1
4
  Disc Edema,0,0,136,0,0,1,0,0,0,0
5
  Glaucoma,2,5,1,487,68,12,31,0,1,2
analysis/confusion_matrices_csv/cm_inception_v3.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],102,0,0,0,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,701,10,4,0,10,1,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,6,1,492,60,11,35,0,0,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,102,0,0,0,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,701,10,4,0,10,1,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,6,1,492,60,11,35,0,0,2
analysis/confusion_matrices_csv/cm_resnet101.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],102,0,0,1,0,5,0,0,0,0
3
  Diabetic Retinopathy,5,702,6,5,0,11,2,0,1,1
4
  Disc Edema,0,1,136,0,0,0,0,0,0,0
5
  Glaucoma,2,6,1,478,69,15,36,0,0,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,102,0,0,1,0,5,0,0,0,0
3
  Diabetic Retinopathy,5,702,6,5,0,11,2,0,1,1
4
  Disc Edema,0,1,136,0,0,0,0,0,0,0
5
  Glaucoma,2,6,1,478,69,15,36,0,0,2
analysis/confusion_matrices_csv/cm_resnet50.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],102,0,0,0,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,699,10,5,0,11,1,0,1,1
4
  Disc Edema,0,1,136,0,0,0,0,0,0,0
5
  Glaucoma,2,6,1,486,70,12,30,0,0,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,102,0,0,0,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,699,10,5,0,11,1,0,1,1
4
  Disc Edema,0,1,136,0,0,0,0,0,0,0
5
  Glaucoma,2,6,1,486,70,12,30,0,0,2
analysis/confusion_matrices_csv/cm_retfound.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],101,0,0,1,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,688,13,5,0,18,2,0,1,1
4
  Disc Edema,0,4,132,0,0,0,1,0,0,0
5
  Glaucoma,3,6,1,410,77,26,82,0,2,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,101,0,0,1,0,6,0,0,0,0
3
  Diabetic Retinopathy,5,688,13,5,0,18,2,0,1,1
4
  Disc Edema,0,4,132,0,0,0,1,0,0,0
5
  Glaucoma,3,6,1,410,77,26,82,0,2,2
analysis/confusion_matrices_csv/cm_swin_b.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],103,0,0,0,0,5,0,0,0,0
3
  Diabetic Retinopathy,5,698,10,5,0,10,3,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,5,1,454,85,15,44,0,1,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,103,0,0,0,0,5,0,0,0,0
3
  Diabetic Retinopathy,5,698,10,5,0,10,3,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,5,1,454,85,15,44,0,1,2
analysis/confusion_matrices_csv/cm_vgg19.csv CHANGED
@@ -1,5 +1,5 @@
1
- ,Central Serous Chorioretinopathy [Color Fundus],Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
- Central Serous Chorioretinopathy [Color Fundus],105,0,0,1,0,2,0,0,0,0
3
  Diabetic Retinopathy,5,698,10,6,0,10,2,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,3,1,470,76,16,39,0,0,2
 
1
+ ,Central Serous Chorioretinopathy,Diabetic Retinopathy,Disc Edema,Glaucoma,Healthy,Macular Scar,Myopia,Pterygium,Retinal Detachment,Retinitis Pigmentosa
2
+ Central Serous Chorioretinopathy,105,0,0,1,0,2,0,0,0,0
3
  Diabetic Retinopathy,5,698,10,6,0,10,2,0,1,1
4
  Disc Edema,0,0,137,0,0,0,0,0,0,0
5
  Glaucoma,2,3,1,470,76,16,39,0,0,2