Publications

IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
A comprehensive benchmark is yet to be established in the Image Manipulation Detection & Localization (IMDL) field. The absence of …
Xiaochen Ma, Xuekang Zhu, Lei Su, Bo Du, Zhuohang Jiang, Bingkui Tong, Zeyu Lei, Xinyu Yang, Chi-Man Pun, Jiancheng Lv, Jizhe Zhou
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IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization Through Spare-Coding Transformer
Non-semantic features or semantic-agnostic features, which are irrelevant to image context but sensitive to image manipulations, are …
Lei Su, Xiaochen Ma, Xuekang Zhu, Chaoqun Niu, Zeyu Lei, Ji-zhe Zhou
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Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization Through Spare-Coding Transformer
Mesoscopic Insights: Orchestrating Multi-scale & Hybrid Architecture for Image Manipulation Localization
The mesoscopic level serves as a bridge between the macroscopic and microscopic worlds, addressing gaps overlooked by both. Image …
Xuekang Zhu, Xiaochen Ma, Lei Su, Zhuohang Jiang, Bo Du, Xiwen Wang, Zeyu Lei, Wentao Feng, Chi-Man Pun, Jizhe Zhou
PDF Cite Code arXiv
Mesoscopic Insights: Orchestrating Multi-scale & Hybrid Architecture for Image Manipulation Localization
IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer
Advanced image tampering techniques are increasingly challenging the trustworthiness of multimedia, leading to the development of Image …
Xiaochen Ma, Bo Du, Zhuohang Jiang, Ahmed Y. Al Hammadi, Jizhe Zhou
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IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning
Deep Image Manipulation Localization (IML) models suffer from training data insufficiency and thus heavily rely on pre-training. We …
Jizhe Zhou, Xiaochen Ma, Xia Du, Ahmed Y. Alhammadi, Wentao Feng
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Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning
Enzymatic colorimetric method for turn-on determination of l-lactic acid through indicator displacement assay
l-Lactic acid is a natural α-hydroxy carboxylic acid and is commonly used as an addictive. Quantitation of l-lactic acid is …
Zhaoqi Ran, Xiawen Wang, Ling Zhang, Yang Yang, Zhongtao Shang, Qinfei Chen, Xiaochen Ma, Zhuoqun Qian, Wenbin Liu
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Enzymatic colorimetric method for turn-on determination of l-lactic acid through indicator displacement assay