PrismGPT: Proxy-Guided Learning for Region-Aware Photo Editing with Self-Synthesized Reasoning

arXiv:2609.24768 · cs.CV, cs.AI · Submitted 2026-09-21 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-21

Updated: 2026-09-21

Comments: Accepted to ACM MM 2026

DOI: 10.1145/3767308.3835726

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

Terminology

• Benchmark — 11× in this paper · explained in 2 episodes
• Reasoning Traces — 7× in this paper · explained in 3 episodes
• Trace — 7× in this paper · explained in 2 episodes
• Fine-Tuning — 5× in this paper · explained in 5 episodes
• Computer Vision and Pattern Recognition — 4× in this paper
• Grounding — 4× in this paper · explained in 3 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Fidelity — 3× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Transferability — 2× in this paper · explained in 4 episodes
• Vision-Language Model — 2× in this paper
• Ablation study — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Adaptive Intervals — 1× in this paper · explained in 1 episode
• Adaptive Sampling — 1× in this paper · explained in 1 episode
• CVF International Conference on Computer Vision — 1× in this paper
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Exponential Moving Average (EMA) — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Mask Generation — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Scaffolding — 1× in this paper · explained in 3 episodes
• Segmentation Masks — 1× in this paper · explained in 2 episodes
• Structured Reasoning — 1× in this paper · explained in 3 episodes
• Task Decomposition — 1× in this paper · explained in 2 episodes
• Vision-Language Model (VLM) — 1× in this paper · explained in 3 episodes

Sources

• Qwen3-VL Technical Report
• PhotoArtAgent: Intelligent Photo Retouching with Language Model-Based Artist Agents
• Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback
• An Overview of Multi-Task Learning in Deep Neural Networks

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