Search Results for author: Jaechul Roh

Found 4 papers, 1 papers with code

Memory Triggers: Unveiling Memorization in Text-To-Image Generative Models through Word-Level Duplication

no code implementations6 Dec 2023 Ali Naseh, Jaechul Roh, Amir Houmansadr

Diffusion-based models, such as the Stable Diffusion model, have revolutionized text-to-image synthesis with their ability to produce high-quality, high-resolution images.

Image Generation Memorization

Understanding (Un)Intended Memorization in Text-to-Image Generative Models

no code implementations6 Dec 2023 Ali Naseh, Jaechul Roh, Amir Houmansadr

Multimodal machine learning, especially text-to-image models like Stable Diffusion and DALL-E 3, has gained significance for transforming text into detailed images.

Image Generation Memorization

MSDT: Masked Language Model Scoring Defense in Text Domain

1 code implementation10 Nov 2022 Jaechul Roh, Minhao Cheng, Yajun Fang

Such easily-downloaded language models from various websites empowered the public users as well as some major institutions to give a momentum to their real-life application.

Backdoor Attack backdoor defense +1

Robust Smart Home Face Recognition under Starving Federated Data

no code implementations10 Nov 2022 Jaechul Roh, Yajun Fang

Over the past few years, the field of adversarial attack received numerous attention from various researchers with the help of successful attack success rate against well-known deep neural networks that were acknowledged to achieve high classification ability in various tasks.

Adversarial Attack Face Recognition +1

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