Anti-Reference: Universal and Immediate Defense Against Reference-Based Generation

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IDProtector: An Adversarial Noise Encoder to Protect Against ID-Preserving Image Generation

Y Song, P Yang, H Ci, MZ Shou - arxiv preprint arxiv:2412.11638, 2024 - arxiv.org
Recently, zero-shot methods like InstantID have revolutionized identity-preserving
generation. Unlike multi-image finetuning approaches such as DreamBooth, these zero-shot …
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LayerTracer: Cognitive-Aligned Layered SVG Synthesis via Diffusion Transformer

Y Song, D Chen, MZ Shou - arxiv preprint arxiv:2502.01105, 2025 - arxiv.org
Generating cognitive-aligned layered SVGs remains challenging due to existing methods'
tendencies toward either oversimplified single-layer outputs or optimization-induced shape …
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