219 citations · 427 across the 23 of their papers we have counts for
38 papers · 1 filter
Logits are predictive of network type
Ali Borji
We show that it is possible to predict which deep network has generated a given logit vector with accuracy well above chance. We utilize a number of networks on a dataset, initiali…
CNNs and Transformers Perceive Hybrid Images Similar to Humans
Ali Borji
Hybrid images is a technique to generate images with two interpretations that change as a function of viewing distance. It has been utilized to study multiscale processing of image…
Learning to Predict Salient Faces: A Novel Visual-Audio Saliency Model
Yufan Liu, Minglang Qiao, Mai Xu +3
Recently, video streams have occupied a large proportion of Internet traffic, most of which contain human faces. Hence, it is necessary to predict saliency on multiple-face videos,…
Contemplating real-world object classification
Ali Borji
Deep object recognition models have been very successful over benchmark datasets such as ImageNet. How accurate and robust are they to distribution shifts arising from natural and…
Enhancing sensor resolution improves CNN accuracy given the same number of parameters or FLOPS
Ali Borji
High image resolution is critical to obtain a good performance in many computer vision applications. Computational complexity of CNNs, however, grows significantly with the increas…
Adversarial examples are useful too!
Ali Borji
Deep learning has come a long way and has enjoyed an unprecedented success. Despite high accuracy, however, deep models are brittle and are easily fooled by imperceptible adversari…