181 citations · 353 across the 13 of their papers we have counts for
12 papers · 1 filter
Key-Value Transformer
Ali Borji
Transformers have emerged as the prevailing standard solution for various AI tasks, including computer vision and natural language processing. The widely adopted Query, Key, and Va…
Diverse, Difficult, and Odd Instances (D2O): A New Test Set for Object Classification
Ali Borji
Test sets are an integral part of evaluating models and gauging progress in object recognition, and more broadly in computer vision and AI. Existing test sets for object recognitio…
BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA Models
Ali Borji
We introduce a new test set for visual question answering (VQA) called BinaryVQA to push the limits of VQA models. Our dataset includes 7,800 questions across 1,024 images and cove…
How good are deep models in understanding the generated images?
Ali Borji
My goal in this paper is twofold: to study how well deep models can understand the images generated by DALL-E 2 and Midjourney, and to quantitatively evaluate these generative mode…
A New Kind of Adversarial Example
Ali Borji
Almost all adversarial attacks are formulated to add an imperceptible perturbation to an image in order to fool a model. Here, we consider the opposite which is adversarial example…
Is current research on adversarial robustness addressing the right problem?
Ali Borji
Short answer: Yes, Long answer: No! Indeed, research on adversarial robustness has led to invaluable insights helping us understand and explore different aspects of the problem. Ma…