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07/25/2023
On the unreasonable vulnerability of transformers for image restoration – and an easy fix
Following their success in visual recognition tasks, Vision Transformers...
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10/05/2022
On Adversarial Robustness of Deep Image Deblurring
Recent approaches employ deep learning-based solutions for the recovery ...
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10/05/2022
LDEdit: Towards Generalized Text Guided Image Manipulation via Latent Diffusion Models
Research in vision-language models has seen rapid developments off-late,...
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09/24/2022
A Simple Strategy to Provable Invariance via Orbit Mapping
Many applications require robustness, or ideally invariance, of neural n...
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06/18/2021
Training or Architecture? How to Incorporate Invariance in Neural Networks
Many applications require the robustness, or ideally the invariance, of ...
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06/30/2020
A Simple Domain Shifting Networkfor Generating Low Quality Images
Deep Learning systems have proven to be extremely successful for image r...
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05/13/2020