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Regularization of Deep Neural Networks with Spectral Dropout
Salman Khan, Munawar Hayat, Fatih Porikli
The big breakthrough on the ImageNet challenge in 2012 was partially due to the `dropout' technique used to avoid overfitting. Here, we introduce a new approach called `Spectral Dr…
Let Features Decide for Themselves: Feature Mask Network for Person Re-identification
Guodong Ding, Salman Khan, Zhenmin Tang +1
Person re-identification aims at establishing the identity of a pedestrian from a gallery that contains images of multiple people obtained from a multi-camera system. Many challeng…
A Unified approach for Conventional Zero-shot, Generalized Zero-shot and Few-shot Learning
Shafin Rahman, Salman H. Khan, Fatih Porikli
Prevalent techniques in zero-shot learning do not generalize well to other related problem scenarios. Here, we present a unified approach for conventional zero-shot, generalized ze…