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3DIS-FLUX: simple and efficient multi-instance generation with DiT rendering

Research paper by Dewei Zhou and collaborators. Published 2025-01-09. Topics: multi-instance generation, adapter-based methods, Depth-Driven Decoupled Instance Synthesis (3DIS), U-Net, SD1.5.

Resource information

Authors
Dewei Zhou, Ji Xie, Zongxin Yang, Yi Yang
Research topics
multi-instance generation, adapter-based methods, Depth-Driven Decoupled Instance Synthesis (3DIS), U-Net, SD1.5, SD2, SDXL, FLUX, FLUX.1-Depth-dev, Joint Attention mechanism, Attention Mask
Publication date
2025-01-09
Publication
arXiv
License
CC BY 4.0
Last record update
Nov 3, 2026