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Concentrated Reasoning and Unified Reconstruction for Multi-Modal Media Manipulation

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成果类型:
会议论文
作者:
Weichen Zhao;Yuxing Lu;Ge Jiao;Yuan Yang
作者机构:
[Yuxing Lu] Peking University
[Weichen Zhao; Ge Jiao; Yuan Yang] Hengyang Normal University
语种:
英文
关键词:
Multi-Modal Media Manipulation;DeepFake Detection;Mask Signal Modeling
期刊:
IEEE International Conference on Acoustics, Speech and Signal Processing. Proceedings
ISSN:
1520-6149
年:
2024
页码:
8190-8194
会议名称:
ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
会议论文集名称:
ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
会议时间:
14 April 2024
会议地点:
Seoul, Korea, Republic of
出版者:
IEEE
ISBN:
979-8-3503-4486-8
机构署名:
本校为其他机构
摘要:
Detecting and Grounding Multi-Modal Media Manipulation (DGM 4 ) is an emerging task that aims to identify and locate manipulated elements in both textual and visual media. Given the complexity of this task, the model requires more sophisticated reasoning capabilities to align multi-modal features and capture forgery traces. To this end, we propose a Concentrated reasoning and Unified reconstruction framework (CrUr) for DGM 4 . Instead of adhering to traditional hierarchical reasoning paradigms, we directly carry out all inference tasks using integrated multi-modal features. Specifically, we ex...

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