33 citations · 42 across the 11 of their papers we have counts for
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cs.CV2026
RegionCache: Semantic-Aware Region Reuse for Efficient Multi-Turn Image Generation
Peizheng Li, Xin Ai, Hanyuan Liu +2
Real-world image generation often involves multi-turn editing, where users iteratively modify small regions while most image content remains unchanged. However, existing diffusion…
cs.CV2026
Referring Multiple Regions with Large Multimodal Models via Contextual Latent Steering
Yun Xing, Hanyuan Liu, Jiahao Nie +1
Large Multimodal Models (LMMs) have recently demonstrated their proficiency in holistic visual comprehension. However, most of them struggle to tackle region-level perception guide…
cs.CV2026
See-through: Single-image Layer Decomposition for Anime Characters
Jian Lin, Chengze Li, Haoyun Qin +5
We introduce a framework that automates the transformation of static anime illustrations into manipulatable 2.5D models. Current professional workflows require tedious manual segme…