Classification on Kuzushiji-MNIST (test)
93.6AccuracySupervised
Evaluation results
| Method | Links | |
|---|---|---|
| SupervisedClass Prior=0.22025.08 | 93.6 | |
| SupervisedClass Prior=0.52025.08 | 92.8 | |
| SconfConfDiff-ABSClass Prior=0.22025.08 | 90.6 | |
| Convex(γ = 0.2)-ABSClass Prior=0.22025.08 | 90.4 | |
| Convex(γ = 0.5)-ABSClass Prior=0.22025.08 | 90.3 | |
| Convex(γ = 0.8)-ABSClass Prior=0.22025.08 | 90.1 | |
| SconfConfDiff-UnbiasedClass Prior=0.52025.08 | 90.1 | |
| SconfConfDiff-ReLUClass Prior=0.52025.08 | 90.1 | |
| SconfConfDiff-ABSClass Prior=0.52025.08 | 90.1 | |
| ConfDiff-ABSClass Prior=0.22025.08 | 89.8 | |
| SconfConfDiff-ReLUClass Prior=0.22025.08 | 89 | |
| Sconf-ABSClass Prior=0.22025.08 | 88.1 | |
| ConfDiff-ABSClass Prior=0.52025.08 | 86.6 | |
| MCLmodel type=flexible models, presence of unlabeled samples=false, #n=70000, #f=784, #c=102020.01 | 79.25 | |
| GAmodel type=flexible models, presence of unlabeled samples=false, #n=70000, #f=784, #c=102020.01 | 70.68 | |
| SconfConfDiff-UnbiasedClass Prior=0.22025.08 | 70.6 | |
| Fwdmodel type=flexible models, presence of unlabeled samples=false, #n=70000, #f=784, #c=102020.01 | 66.46 | |
| ForwardTraining Objective=Fwd, Validation Objective=Free, Backbone=MLP2018.10 | 65.4 | |
| Gradient AscentTraining Objective=GA, Validation Objective=Free, Backbone=MLP2018.10 | 63.8 | |
| ForwardTraining Objective=Fwd, Validation Objective=Fwd, Backbone=MLP2018.10 | 62 | |
| PCmodel type=flexible models, presence of unlabeled samples=false, #n=70000, #f=784, #c=102020.01 | 59.31 | |
| PCTraining Objective=PC, Validation Objective=PC, Backbone=MLP2018.10 | 56.7 | |
| PCTraining Objective=PC, Validation Objective=Free, Backbone=MLP2018.10 | 56.1 | |
| MCULmodel type=flexible models, presence of unlabeled samples=true, #n=70000, #f=784, #c=102020.01 | 31.04 | |
| MCLmodel type=flexible models, presence of unlabeled samples=true, #n=70000, #f=784, #c=102020.01 | 23.42 | |
| PCmodel type=flexible models, presence of unlabeled samples=true, #n=70000, #f=784, #c=102020.01 | 16.35 | |
| GAmodel type=flexible models, presence of unlabeled samples=true, #n=70000, #f=784, #c=102020.01 | 15.13 | |
| Fwdmodel type=flexible models, presence of unlabeled samples=true, #n=70000, #f=784, #c=102020.01 | 12.94 |