Training Time per epoch (s) on Fashion-MNIST (F-MNIST)
8.02Training Time per Epoch (s)Uniform
Evaluation Results
| Method | Links | |
|---|---|---|
| UniformNoise=0.4 s2026.05 | 8.02 | |
| UniformNoise=0.4 symmetric label noise2026.05 | 8.02 | |
| UniformNoise=0.3 p2026.05 | 8.13 | |
| UniformNoise=0.3 pair label noise2026.05 | 8.13 | |
| UniformNoise=0.5 s2026.05 | 8.19 | |
| UniformNoise=0.5 symmetric label noise2026.05 | 8.19 | |
| ADIW-KLNoise=0.3 p2026.05 | 16.07 | |
| ADIW-KLNoise=0.3 pair label noise2026.05 | 16.07 | |
| MW-NetNoise=0.3 p2026.05 | 18.87 | |
| MW-NetNoise=0.3 pair label noise2026.05 | 18.87 | |
| MW-NetNoise=0.4 s2026.05 | 18.93 | |
| MW-NetNoise=0.4 symmetric label noise2026.05 | 18.93 | |
| ADIW-WANoise=0.3 p2026.05 | 19.48 | |
| ADIW-WANoise=0.3 pair label noise2026.05 | 19.48 | |
| ADIW-WANoise=0.5 s2026.05 | 19.69 | |
| ADIW-WANoise=0.5 symmetric label noise2026.05 | 19.69 | |
| ADIW-WANoise=0.4 s2026.05 | 19.92 | |
| ADIW-WANoise=0.4 symmetric label noise2026.05 | 19.92 | |
| ADIW-LSNoise=0.3 p2026.05 | 21.09 | |
| ADIW-LSNoise=0.3 pair label noise2026.05 | 21.09 | |
| MW-NetNoise=0.5 s2026.05 | 21.54 | |
| MW-NetNoise=0.5 symmetric label noise2026.05 | 21.54 | |
| ADIW-KLNoise=0.5 s2026.05 | 21.64 | |
| ADIW-KLNoise=0.5 symmetric label noise2026.05 | 21.64 | |
| ADIW-KLNoise=0.4 s2026.05 | 21.8 | |
| ADIW-KLNoise=0.4 symmetric label noise2026.05 | 21.8 | |
| L2RNoise=0.4 s2026.05 | 23.15 | |
| L2RNoise=0.4 symmetric label noise2026.05 | 23.15 | |
| L2RNoise=0.3 p2026.05 | 23.85 | |
| L2RNoise=0.3 pair label noise2026.05 | 23.85 | |
| L2RNoise=0.5 s2026.05 | 23.97 | |
| L2RNoise=0.5 symmetric label noise2026.05 | 23.97 | |
| ADIW-LSNoise=0.4 s2026.05 | 24.1 | |
| ADIW-LSNoise=0.4 symmetric label noise2026.05 | 24.1 | |
| ADIW-KMNoise=0.5 s2026.05 | 28.08 | |
| ADIW-KMNoise=0.5 symmetric label noise2026.05 | 28.08 | |
| ADIW-KMNoise=0.3 p2026.05 | 29.63 | |
| ADIW-KMNoise=0.3 pair label noise2026.05 | 29.63 | |
| ADIW-KMNoise=0.4 s2026.05 | 29.81 | |
| ADIW-KMNoise=0.4 symmetric label noise2026.05 | 29.81 | |
| ADIW-LSNoise=0.5 s2026.05 | 31.85 | |
| ADIW-LSNoise=0.5 symmetric label noise2026.05 | 31.85 | |
| DIWNoise=0.5 s2026.05 | 76.39 | |
| DIWNoise=0.5 symmetric label noise2026.05 | 76.39 | |
| DIWNoise=0.3 p2026.05 | 77.25 | |
| DIWNoise=0.3 pair label noise2026.05 | 77.25 | |
| DIWNoise=0.4 s2026.05 | 80.1 | |
| DIWNoise=0.4 symmetric label noise2026.05 | 80.1 |