List your company
ResearchFormerly WizWand

Image Classification on CIFAR-10 (Baseline Accuracy)

92.32AccuracyDMI loss
25.364842.747460.1377.5126Nov 7, 2020
Updated 8mo ago

Evaluation results

MethodLinks
DMI lossNoise=Sparse, Low2020.1192.32
Kullback-Leibler divergenceNoise=Uniform, Low2020.1192.26
Pearson χ² divergenceNoise=Uniform, Low, Bias Correction=true2020.1192.25
Kullback-Leibler divergenceNoise=Uniform, Low, Bias Correction=true2020.1192.19
Jensen-Shannon divergenceNoise=Uniform, Low, Bias Correction=true2020.1192.16
Total Variation divergenceNoise=Uniform, Low2020.1192.1
Total Variation divergenceNoise=Sparse, Low2020.1191.81
Kullback-Leibler divergenceNoise=Sparse, Low, Bias Correction=true2020.1191.73
Peer LossNoise=Uniform, Low2020.1191.7
Kullback-Leibler divergenceNoise=Sparse, Low2020.1191.62
Jensen-Shannon divergenceNoise=Uniform, Low2020.1191.52
Jensen-Shannon divergenceNoise=Sparse, Low2020.1191.49
Pearson χ² divergenceNoise=Sparse, Low, Bias Correction=true2020.1191.48
Jeffrey divergenceNoise=Sparse, Low, Bias Correction=true2020.1191.45
Peer LossNoise=Sparse, Low2020.1191.35
Jensen-Shannon divergenceNoise=Sparse, Low, Bias Correction=true2020.1191.23
DMI lossNoise=Uniform, Low2020.1190.39
Total Variation divergenceNoise=Random (0.5)2020.1187.28
Cross EntropyNoise=Sparse, Low2020.1187.2
Kullback-Leibler divergenceNoise=Random (0.5)2020.1186.93
Jensen-Shannon divergenceNoise=Random (0.5)2020.1186.92
Peer LossNoise=Random (0.5)2020.1186.47
Cross EntropyNoise=Uniform, Low2020.1185.68
Total Variation divergenceNoise=Uniform, High2020.1185.56
DMI lossNoise=Random (0.5)2020.1185.06
Jensen-Shannon divergenceNoise=Uniform, High2020.1184.49
Kullback-Leibler divergenceNoise=Uniform, High2020.1184.36
Jensen-Shannon divergenceNoise=Uniform, High, Bias Correction=true2020.1184.31
Kullback-Leibler divergenceNoise=Uniform, High, Bias Correction=true2020.1183.98
Jeffrey divergenceNoise=Uniform, High, Bias Correction=true2020.1183.93
Pearson χ² divergenceNoise=Uniform, High, Bias Correction=true2020.1183.79
Cross EntropyNoise=Random (0.5)2020.1183.42
Total Variation divergenceNoise=Random (0.7)2020.1180.59
Jensen-Shannon divergenceNoise=Random (0.7)2020.1180.5
Kullback-Leibler divergenceNoise=Random (0.7)2020.1178.93
Backward Loss CorrectionNoise=Uniform, High2020.1178.4
Cross EntropyNoise=Random (0.7)2020.1177.91
Forward Loss CorrectionNoise=Uniform, Low2020.1177.12
Forward Loss CorrectionNoise=Sparse, Low2020.1176.17
Backward Loss CorrectionNoise=Sparse, Low2020.1172.96
Backward Loss CorrectionNoise=Uniform, Low2020.1172.73
Cross EntropyNoise=Uniform, High2020.1171.38
Peer LossNoise=Sparse, High2020.1169.7
Backward Loss CorrectionNoise=Random (0.5)2020.1168.97
DMI lossNoise=Uniform, High2020.1168.26
Jensen-Shannon divergenceNoise=Sparse, High2020.1167.33
DMI lossNoise=Random (0.7)2020.1166.23
Forward Loss CorrectionNoise=Sparse, High2020.1166.12
Peer LossNoise=Random (0.7)2020.1164.91
Total Variation divergenceNoise=Sparse, High2020.1163.96
Cross EntropyNoise=Sparse, High2020.1161.81
Forward Loss CorrectionNoise=Uniform, High2020.1159.31
Backward Loss CorrectionNoise=Random (0.7)2020.1157.81
Backward Loss CorrectionNoise=Sparse, High2020.1156.3
Forward Loss CorrectionNoise=Random (0.5)2020.1154.39
Forward Loss CorrectionNoise=Random (0.7)2020.1151.22
Kullback-Leibler divergenceNoise=Sparse, High, Bias Correction=true2020.1146.59
Kullback-Leibler divergenceNoise=Sparse, High2020.1146.55
Jensen-Shannon divergenceNoise=Sparse, High, Bias Correction=true2020.1146.45
Pearson χ² divergenceNoise=Sparse, High, Bias Correction=true2020.1146.31
Jeffrey divergenceNoise=Sparse, High, Bias Correction=true2020.1146.25
Peer LossNoise=Uniform, High2020.1138.59
DMI lossNoise=Sparse, High2020.1127.94