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Junye Chen

3 accepted papers

2025

Bridging Knowledge Gap Between Image Inpainting and Large-Area Visible Watermark Removal

AAAI 2025technical

Visible watermark removal which involves watermark cleaning and background content restoration is pivotal to evaluate the resilience of watermarks. Existing deep neural network (DNN)-based models still struggle with large-area watermarks and are overly dependent on the quality of watermark mask pred…

Cited by 0SourcePDFScholar
2025

FakeRadar: Probing Forgery Outliers to Detect Unknown Deepfake Videos

ICCV 2025poster

In this paper, we propose FakeRadar, a novel deepfake video detection framework designed to address the challenges of cross-domain generalization in real-world scenarios. Existing detection methods typically rely on manipulation-specific cues, performing well on known forgery types but exhibiting se…

Cited by 0SourcePDFScholar
2024

Variance-Insensitive and Target-Preserving Mask Refinement for Interactive Image Segmentation

AAAI 2024technical

Point-based interactive image segmentation can ease the burden of mask annotation in applications such as semantic segmentation and image editing. However, fully extracting the target mask with limited user inputs remains challenging. We introduce a novel method, Variance-Insensitive and Target-Pres…

Cited by 3SourcePDFScholar