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researcher

Zhi-qiu Xia

2 papers hereh-index 221.7k citations57 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.CV2

identity via Semantic Scholar / OpenAlex

works on
frequency-domain constraints 1image restoration 1invisible watermark removal 1Mamba architecture 1semantic prior guidance 1state-space modeling 1

From the 1 of 2 linked papers with an AI index.

collaborators

2 papers

cs.CV2026

SPFM-Net: Semantic-Prior-Guided Frequency-Constrained Mamba for Invisible Watermark Attack

Chunpeng Wang, Yanan Shi, Zhiqiu Xia +3

The paper introduces SPFM-Net, a neural network that uses semantic priors, frequency constraints, and a lightweight Mamba-based state‑space module to remove invisible watermarks fr…

cs.CV2026

Breaking Watermarks in the Frequency Domain: A Modulated Diffusion Attack Framework

Chunpeng Wang, Binyan Qu, Xiaoyu Wang +4

Digital image watermarking has advanced rapidly for copyright protection of generative AI, yet the comparatively limited progress in watermark attack techniques has broken the atta…

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