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06/29/2023
CLIPAG: Towards Generator-Free Text-to-Image Generation
Perceptually Aligned Gradients (PAG) refer to an intriguing property obs...
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05/28/2023
FuseCap: Leveraging Large Language Models to Fuse Visual Data into Enriched Image Captions
Image captioning is a central task in computer vision which has experien...
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03/27/2023
Classifier Robustness Enhancement Via Test-Time Transformation
It has been recently discovered that adversarially trained classifiers e...
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08/18/2022
Enhancing Diffusion-Based Image Synthesis with Robust Classifier Guidance
Denoising diffusion probabilistic models (DDPMs) are a recent family of ...
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07/22/2022
Do Perceptually Aligned Gradients Imply Adversarial Robustness?
In the past decade, deep learning-based networks have achieved unprecede...
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07/17/2022
Threat Model-Agnostic Adversarial Defense using Diffusion Models
Deep Neural Networks (DNNs) are highly sensitive to imperceptible malici...
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08/08/2021
BIGRoC: Boosting Image Generation via a Robust Classifier
The interest of the machine learning community in image synthesis has gr...
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04/01/2021