Corneal disease classification on Corneal Disease dataset 1.0 (test)
80AccuracySequential-Ordered Sets (SOS)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Sequential-Ordered Sets (SOS)Processing Level=Sequence Level, Aggregation Strategy=Sequential-Ordered Sets2020.06 | 80 | 53.33 | 83.33 | 93.33 | 90 | |
| Sequential-Ordered Patches (SOP)Processing Level=Sequence Level, Aggregation Strategy=Sequential-Ordered Patches2020.06 | 79.17 | 73.33 | 70 | 96.67 | 76.67 | |
| Random-Ordered Patches (ROP)Processing Level=Sequence Level, Aggregation Strategy=Random-Ordered Patches2020.06 | 77.5 | 66.67 | 70 | 93.33 | 80 | |
| DenseNetProcessing Level=Patch Level, Aggregation Strategy=Voting2020.06 | 71.67 | 46.67 | 86.67 | 73.33 | 80 | |
| DenseNetProcessing Level=Image Level, Input Type=Image2020.06 | 64.17 | 56.67 | 63.33 | 80 | 56.67 | |
| Average Performance of Ophthalmologists (image + medical history)Processing Level=Human Level, Medical History availability=Yes2020.06 | 57.16 | 55.55 | 56.28 | 73.25 | 43.56 | |
| GoogLeNet-v3Processing Level=Image Level, Input Type=Image2020.06 | 55.83 | 50 | 63.33 | 70 | 40 | |
| GoogLeNet-v3Processing Level=Patch Level, Aggregation Strategy=Voting2020.06 | 54.17 | 26.67 | 73.33 | 80 | 36.67 | |
| VGG16Processing Level=Patch Level, Aggregation Strategy=Voting2020.06 | 51.67 | 23.33 | 43.33 | 76.67 | 63.33 | |
| VGG16Processing Level=Image Level, Input Type=Image2020.06 | 50.83 | 46.67 | 43.33 | 73.33 | 40 | |
| Average Performance of Ophthalmologists (image only)Processing Level=Human Level, Medical History availability=No2020.06 | 49.27 | 46.55 | 45.56 | 65.01 | 39.95 |