Gender Classification on Adience (cross-validation)
93.24Exact AccuracyRoR-34+ IMDB-WIKI
Evaluation Results
| Method | Links | |
|---|---|---|
| RoR-34+ IMDB-WIKIBackbone=RoR-34, Fine-tuning=IMDB-WIKI2017.10 | 93.24 | |
| ResNets-34+ IMDB-WIKIBackbone=ResNet-34, Fine-tuning=IMDB-WIKI2017.10 | 93.17 | |
| RoR-34+SD by Pre-training on ImageNetBackbone=RoR-34, Stochastic Depth=true, Pre-training=ImageNet2017.10 | 92.43 | |
| Pre-RoR-82+SDBackbone=RoR-82, Stochastic Depth=true, Structure=Pre-activation2017.10 | 92.37 | |
| Pre-RoR-58+SDBackbone=RoR-58, Stochastic Depth=true, Structure=Pre-activation2017.10 | 92.29 | |
| Pre-RoR-34+SDBackbone=RoR-34, Stochastic Depth=true, Structure=Pre-activation2017.10 | 92.18 | |
| Pre-ResNets-34Backbone=ResNet-34, Structure=Pre-activation2017.10 | 92.04 | |
| Pre-RoR-101+SD k=1Backbone=RoR-101, Stochastic Depth=true, Multiplier (k)=1, Structure=Pre-activation2017.10 | 91.31 | |
| Pre-RoR-101+SD k=2Backbone=RoR-101, Stochastic Depth=true, Multiplier (k)=2, Structure=Pre-activation2017.10 | 91.09 | |
| Pre-RoR-50+SD k=1Backbone=RoR-50, Stochastic Depth=true, Multiplier (k)=1, Structure=Pre-activation2017.10 | 90.66 | |
| Pre-RoR-50+SD k=2Backbone=RoR-50, Stochastic Depth=true, Multiplier (k)=2, Structure=Pre-activation2017.10 | 90.45 | |
| VGG-16Backbone=VGG-162017.10 | 88.36 | |
| 4c2f-CNNBackbone=4c2f-CNN, Source=Authors Implementation2017.10 | 87.5 | |
| 4c2f-CNNBackbone=4c2f-CNN, Source=Reported2017.10 | 86.8 | |
| LMTCNN-2-1evaluation_protocol=five-fold cross validation, width_multiplier_dw_conv1=2, width_multiplier_dw_conv2=12018.06 | 85.16 | |
| Levi_Hassner CNNevaluation_protocol=five-fold cross validation2018.06 | 82.52 | |
| LMTCNN-1-1evaluation_protocol=five-fold cross validation, width_multiplier_dw_conv1=1, width_multiplier_dw_conv2=12018.06 | 82.04 | |
| SVM-dropoutBackbone=SVM, Dropout=true2017.10 | 79.3 |