Search Results for author: Zhongjie Ba

Found 11 papers, 8 papers with code

Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection

1 code implementation4 Mar 2024 Zhongjie Ba, Qingyu Liu, Zhenguang Liu, Shuang Wu, Feng Lin, Li Lu, Kui Ren

In this paper, we try to tackle these challenges through three designs: (1) We present a novel framework to capture broader forgery clues by extracting multiple non-overlapping local representations and fusing them into a global semantic-rich feature.

DeepFake Detection Face Swapping

SurrogatePrompt: Bypassing the Safety Filter of Text-To-Image Models via Substitution

1 code implementation25 Sep 2023 Zhongjie Ba, Jieming Zhong, Jiachen Lei, Peng Cheng, Qinglong Wang, Zhan Qin, Zhibo Wang, Kui Ren

Evaluation results disclose an 88% success rate in bypassing Midjourney's proprietary safety filter with our attack prompts, leading to the generation of counterfeit images depicting political figures in violent scenarios.

DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues

1 code implementation18 Sep 2023 Kun Pan, Yin Yifang, Yao Wei, Feng Lin, Zhongjie Ba, Zhenguang Liu, Zhibo Wang, Lorenzo Cavallaro, Kui Ren

However, the accuracy of detection models degrades significantly on images generated by new deepfake methods due to the difference in data distribution.

Continual Learning Contrastive Learning +5

Text-CRS: A Generalized Certified Robustness Framework against Textual Adversarial Attacks

no code implementations31 Jul 2023 Xinyu Zhang, Hanbin Hong, Yuan Hong, Peng Huang, Binghui Wang, Zhongjie Ba, Kui Ren

The language models, especially the basic text classification models, have been shown to be susceptible to textual adversarial attacks such as synonym substitution and word insertion attacks.

text-classification Text Classification

Is Imitation All You Need? Generalized Decision-Making with Dual-Phase Training

1 code implementation ICCV 2023 Yao Wei, Yanchao Sun, Ruijie Zheng, Sai Vemprala, Rogerio Bonatti, Shuhang Chen, Ratnesh Madaan, Zhongjie Ba, Ashish Kapoor, Shuang Ma

We introduce DualMind, a generalist agent designed to tackle various decision-making tasks that addresses challenges posed by current methods, such as overfitting behaviors and dependence on task-specific fine-tuning.

Decision Making

Masked Diffusion Models Are Fast Distribution Learners

1 code implementation20 Jun 2023 Jiachen Lei, Qinglong Wang, Peng Cheng, Zhongjie Ba, Zhan Qin, Zhibo Wang, Zhenguang Liu, Kui Ren

In the pre-training stage, we propose to mask a high proportion (e. g., up to 90\%) of input images to approximately represent the primer distribution and introduce a masked denoising score matching objective to train a model to denoise visible areas.

Denoising Image Generation

Masked Autoencoders for Egocentric Video Understanding @ Ego4D Challenge 2022

1 code implementation18 Nov 2022 Jiachen Lei, Shuang Ma, Zhongjie Ba, Sai Vemprala, Ashish Kapoor, Kui Ren

In this report, we present our approach and empirical results of applying masked autoencoders in two egocentric video understanding tasks, namely, Object State Change Classification and PNR Temporal Localization, of Ego4D Challenge 2022.

Object State Change Classification Temporal Localization +1

Privacy-Utility Balanced Voice De-Identification Using Adversarial Examples

no code implementations10 Nov 2022 Meng Chen, Li Lu, Jiadi Yu, Yingying Chen, Zhongjie Ba, Feng Lin, Kui Ren

In this paper, we propose a voice de-identification system, which uses adversarial examples to balance the privacy and utility of voice services.

De-identification Speaker Identification

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