--- tags: 生物辨識 --- # Variational Prototype Learning for Deep Face Recognition ## Introduction #### sample-to-sample facenet,triplet loss需要建立triplet-pair #### sample-to-prototype cosface,arcface....,從softmax loss變化的一系列方法 ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_1.PNG) ## Method #### VPL framework we train the networks for several epochs, until the features are stable across hundred of steps ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_2.PNG) #### loss function ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_3.PNG) ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_4.PNG) #### Backpropagation ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_5.PNG) ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_6.PNG) ## Experiments ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_8.PNG) ![](https://esgarden.esunbank.com.tw/personal/esb21788/Documents/%E6%96%B0%E8%B3%87%E6%96%99%E5%A4%BE/vpl_9.PNG)