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DaTaobao Tech
DaTaobao Tech
Dec 16, 2024 · Artificial Intelligence

Reference Image Generation for Subject‑Driven Diffusion

This work presents a subject‑driven diffusion pipeline that injects multi‑scale reference features (ReferenceNet‑style) into high‑fidelity backbones such as SD‑XL and Flux, enabling zero‑shot, fine‑grained product consistency across diverse scenes and outperforming current fine‑tuned and zero‑shot methods while noting limits in category coverage and human interactions.

AIDreamboothIP-Adapter
0 likes · 9 min read
Reference Image Generation for Subject‑Driven Diffusion
DaTaobao Tech
DaTaobao Tech
Jan 26, 2024 · Artificial Intelligence

Reference Object Guided AI Image Generation: Advances, Methods, and Home Furnishing Applications

The article surveys recent advances in reference‑object‑guided AI image generation, detailing diffusion‑based models such as Dreambooth and Blip‑diffusion, evaluating their trade‑offs, and demonstrating how combining these techniques with 3D reconstruction can realistically insert catalog furniture into users’ rooms, despite viewpoint and depth challenges.

AI image generationAIGCBlip-diffusion
0 likes · 9 min read
Reference Object Guided AI Image Generation: Advances, Methods, and Home Furnishing Applications
37 Interactive Technology Team
37 Interactive Technology Team
Aug 23, 2023 · Artificial Intelligence

LoRA Model Training Guide for Stable Diffusion: Comparison, Workflow, and Tips

This guide compares Stable Diffusion fine‑tuning methods, shows why LoRA offers the best size‑and‑speed trade‑off, and provides a step‑by‑step workflow—from dataset collection and preprocessing to parameter tuning, 20‑minute training on a single GPU, and practical tips for successful custom model generation.

AI artDreamboothLoRA
0 likes · 9 min read
LoRA Model Training Guide for Stable Diffusion: Comparison, Workflow, and Tips