AniPrO: Interpretable Anime Image Provenance Detection via Multi-Dimensional Semantic Reasoning

arXiv:2609.23345 · cs.CV · Submitted 2026-09-20 · Read on arXiv

cs.CV

Submitted: 2026-09-20

Updated: 2026-09-20

Comments: Accepted at the Computer Graphics International (CGI) 2026, 2 figures, 6 tables

Code: https://github.com/YAN-LIU05/AniPrO

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Provenance — 37× in this paper · explained in 3 episodes
• Benchmark — 12× in this paper · explained in 2 episodes
• Ablation — 9× in this paper · explained in 1 episode
• Accuracy — 9× in this paper · explained in 1 episode
• Diffusion Model — 4× in this paper · explained in 8 episodes
• Diffusion Models — 4× in this paper · explained in 6 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 3× in this paper · explained in 3 episodes
• Multimodal Fusion — 3× in this paper · explained in 3 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• CVF International Conference on Computer Vision — 2× in this paper
• Generalization — 2× in this paper · explained in 13 episodes
• Latent Diffusion Model — 2× in this paper · explained in 2 episodes
• Latent Diffusion Models — 2× in this paper · explained in 2 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Physical Constraints — 1× in this paper · explained in 7 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Systematic Bias — 1× in this paper · explained in 3 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Vision-Language Models (VLMs) — 1× in this paper · explained in 6 episodes

Sources

• Qwen3-VL Technical Report
• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• Seed1.5-VL Technical Report
• GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
• Interpretable and Reliable Detection of AI-Generated Images via Grounded Reasoning in MLLMs
• Evaluating and Predicting Distorted Human Body Parts for Generated Images
• SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

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