182 citations · 305 across the 18 of their papers we have counts for
4 papers · 1 filter
Task-generalizable Adversarial Attack based on Perceptual Metric
Muzammal Naseer, Salman H. Khan, Shafin Rahman +1
Deep neural networks (DNNs) can be easily fooled by adding human imperceptible perturbations to the images. These perturbed images are known as `adversarial examples' and pose a se…
Polarity Loss for Zero-shot Object Detection
Shafin Rahman, Salman Khan, Nick Barnes
Conventional object detection models require large amounts of training data. In comparison, humans can recognize previously unseen objects by merely knowing their semantic descript…
Deep Multiple Instance Learning for Zero-shot Image Tagging
Shafin Rahman, Salman Khan
In-line with the success of deep learning on traditional recognition problem, several end-to-end deep models for zero-shot recognition have been proposed in the literature. These m…
Zero-Shot Object Detection: Learning to Simultaneously Recognize and Localize Novel Concepts
Shafin Rahman, Salman Khan, Fatih Porikli
Current Zero-Shot Learning (ZSL) approaches are restricted to recognition of a single dominant unseen object category in a test image. We hypothesize that this setting is ill-suite…