1.4k citations · 4.4k across the 74 of their papers we have counts for
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White Noise Analysis of Neural Networks
Ali Borji, Sikun Lin
A white noise analysis of modern deep neural networks is presented to unveil their biases at the whole network level or the single neuron level. Our analysis is based on two popula…
Empirical Upper Bound in Object Detection and More
Ali Borji, Seyed Mehdi Iranmanesh
Object detection remains as one of the most notorious open problems in computer vision. Despite large strides in accuracy in recent years, modern object detectors have started to s…
A New Ensemble Adversarial Attack Powered by Long-term Gradient Memories
Zhaohui Che, Ali Borji, Guangtao Zhai +3
Deep neural networks are vulnerable to adversarial attacks.
DAVE: A Deep Audio-Visual Embedding for Dynamic Saliency Prediction
Hamed R. Tavakoli, Ali Borji, Esa Rahtu +1
This paper studies audio-visual deep saliency prediction. It introduces a conceptually simple and effective Deep Audio-Visual Embedding for dynamic saliency prediction dubbed ``DAV…
How is Gaze Influenced by Image Transformations? Dataset and Model
Zhaohui Che, Ali Borji, Guangtao Zhai +3
Data size is the bottleneck for developing deep saliency models, because collecting eye-movement data is very time consuming and expensive. Most of current studies on human attenti…
Digging Deeper into Egocentric Gaze Prediction
Hamed R. Tavakoli, Esa Rahtu, Juho Kannala +1
This paper digs deeper into factors that influence egocentric gaze. Instead of training deep models for this purpose in a blind manner, we propose to inspect factors that contribut…
Understanding and Visualizing Deep Visual Saliency Models
Sen He, Hamed R. Tavakoli, Ali Borji +2
Recently, data-driven deep saliency models have achieved high performance and have outperformed classical saliency models, as demonstrated by results on datasets such as the MIT300…
Adversarial Attacks against Deep Saliency Models
Zhaohui Che, Ali Borji, Guangtao Zhai +3
Currently, a plethora of saliency models based on deep neural networks have led great breakthroughs in many complex high-level vision tasks (e.g. scene description, object detectio…
Human Attention in Image Captioning: Dataset and Analysis
Sen He, Hamed R. Tavakoli, Ali Borji +1
In this work, we present a novel dataset consisting of eye movements and verbal descriptions recorded synchronously over images. Using this data, we study the differences in human…
Video Summarization via Actionness Ranking
Mohamed Elfeki, Ali Borji
To automatically produce a brief yet expressive summary of a long video, an automatic algorithm should start by resembling the human process of summary generation. Prior work propo…