Image Classification on CIFAR-10 (Baseline Accuracy)
92.32AccuracyDMI loss
Evaluation Results
| Method | Links | |
|---|---|---|
| DMI lossNoise=Sparse, Low2020.11 | 92.32 | |
| Kullback-Leibler divergenceNoise=Uniform, Low2020.11 | 92.26 | |
| Pearson χ² divergenceNoise=Uniform, Low, Bias Correction=true2020.11 | 92.25 | |
| Kullback-Leibler divergenceNoise=Uniform, Low, Bias Correction=true2020.11 | 92.19 | |
| Jensen-Shannon divergenceNoise=Uniform, Low, Bias Correction=true2020.11 | 92.16 | |
| Total Variation divergenceNoise=Uniform, Low2020.11 | 92.1 | |
| Total Variation divergenceNoise=Sparse, Low2020.11 | 91.81 | |
| Kullback-Leibler divergenceNoise=Sparse, Low, Bias Correction=true2020.11 | 91.73 | |
| Peer LossNoise=Uniform, Low2020.11 | 91.7 | |
| Kullback-Leibler divergenceNoise=Sparse, Low2020.11 | 91.62 | |
| Jensen-Shannon divergenceNoise=Uniform, Low2020.11 | 91.52 | |
| Jensen-Shannon divergenceNoise=Sparse, Low2020.11 | 91.49 | |
| Pearson χ² divergenceNoise=Sparse, Low, Bias Correction=true2020.11 | 91.48 | |
| Jeffrey divergenceNoise=Sparse, Low, Bias Correction=true2020.11 | 91.45 | |
| Peer LossNoise=Sparse, Low2020.11 | 91.35 | |
| Jensen-Shannon divergenceNoise=Sparse, Low, Bias Correction=true2020.11 | 91.23 | |
| DMI lossNoise=Uniform, Low2020.11 | 90.39 | |
| Total Variation divergenceNoise=Random (0.5)2020.11 | 87.28 | |
| Cross EntropyNoise=Sparse, Low2020.11 | 87.2 | |
| Kullback-Leibler divergenceNoise=Random (0.5)2020.11 | 86.93 | |
| Jensen-Shannon divergenceNoise=Random (0.5)2020.11 | 86.92 | |
| Peer LossNoise=Random (0.5)2020.11 | 86.47 | |
| Cross EntropyNoise=Uniform, Low2020.11 | 85.68 | |
| Total Variation divergenceNoise=Uniform, High2020.11 | 85.56 | |
| DMI lossNoise=Random (0.5)2020.11 | 85.06 | |
| Jensen-Shannon divergenceNoise=Uniform, High2020.11 | 84.49 | |
| Kullback-Leibler divergenceNoise=Uniform, High2020.11 | 84.36 | |
| Jensen-Shannon divergenceNoise=Uniform, High, Bias Correction=true2020.11 | 84.31 | |
| Kullback-Leibler divergenceNoise=Uniform, High, Bias Correction=true2020.11 | 83.98 | |
| Jeffrey divergenceNoise=Uniform, High, Bias Correction=true2020.11 | 83.93 | |
| Pearson χ² divergenceNoise=Uniform, High, Bias Correction=true2020.11 | 83.79 | |
| Cross EntropyNoise=Random (0.5)2020.11 | 83.42 | |
| Total Variation divergenceNoise=Random (0.7)2020.11 | 80.59 | |
| Jensen-Shannon divergenceNoise=Random (0.7)2020.11 | 80.5 | |
| Kullback-Leibler divergenceNoise=Random (0.7)2020.11 | 78.93 | |
| Backward Loss CorrectionNoise=Uniform, High2020.11 | 78.4 | |
| Cross EntropyNoise=Random (0.7)2020.11 | 77.91 | |
| Forward Loss CorrectionNoise=Uniform, Low2020.11 | 77.12 | |
| Forward Loss CorrectionNoise=Sparse, Low2020.11 | 76.17 | |
| Backward Loss CorrectionNoise=Sparse, Low2020.11 | 72.96 | |
| Backward Loss CorrectionNoise=Uniform, Low2020.11 | 72.73 | |
| Cross EntropyNoise=Uniform, High2020.11 | 71.38 | |
| Peer LossNoise=Sparse, High2020.11 | 69.7 | |
| Backward Loss CorrectionNoise=Random (0.5)2020.11 | 68.97 | |
| DMI lossNoise=Uniform, High2020.11 | 68.26 | |
| Jensen-Shannon divergenceNoise=Sparse, High2020.11 | 67.33 | |
| DMI lossNoise=Random (0.7)2020.11 | 66.23 | |
| Forward Loss CorrectionNoise=Sparse, High2020.11 | 66.12 | |
| Peer LossNoise=Random (0.7)2020.11 | 64.91 | |
| Total Variation divergenceNoise=Sparse, High2020.11 | 63.96 | |
| Cross EntropyNoise=Sparse, High2020.11 | 61.81 | |
| Forward Loss CorrectionNoise=Uniform, High2020.11 | 59.31 | |
| Backward Loss CorrectionNoise=Random (0.7)2020.11 | 57.81 | |
| Backward Loss CorrectionNoise=Sparse, High2020.11 | 56.3 | |
| Forward Loss CorrectionNoise=Random (0.5)2020.11 | 54.39 | |
| Forward Loss CorrectionNoise=Random (0.7)2020.11 | 51.22 | |
| Kullback-Leibler divergenceNoise=Sparse, High, Bias Correction=true2020.11 | 46.59 | |
| Kullback-Leibler divergenceNoise=Sparse, High2020.11 | 46.55 | |
| Jensen-Shannon divergenceNoise=Sparse, High, Bias Correction=true2020.11 | 46.45 | |
| Pearson χ² divergenceNoise=Sparse, High, Bias Correction=true2020.11 | 46.31 | |
| Jeffrey divergenceNoise=Sparse, High, Bias Correction=true2020.11 | 46.25 | |
| Peer LossNoise=Uniform, High2020.11 | 38.59 | |
| DMI lossNoise=Sparse, High2020.11 | 27.94 |