277 citations · 473 across the 13 of their papers we have counts for
3 papers · 1 filter
Improving Network Robustness against Adversarial Attacks with Compact Convolution
Rajeev Ranjan, Swami Sankaranarayanan, Carlos D. Castillo +1
Though Convolutional Neural Networks (CNNs) have surpassed human-level performance on tasks such as object classification and face verification, they can easily be fooled by advers…
The Do's and Don'ts for CNN-based Face Verification
Ankan Bansal, Carlos Castillo, Rajeev Ranjan +1
While the research community appears to have developed a consensus on the methods of acquiring annotated data, design and training of CNNs, many questions still remain to be answer…
L2-constrained Softmax Loss for Discriminative Face Verification
Rajeev Ranjan, Carlos D. Castillo, Rama Chellappa
In recent years, the performance of face verification systems has significantly improved using deep convolutional neural networks (DCNNs). A typical pipeline for face verification…