FlexVAR: Autoregressive Image Generation with Inpainting and Speed‑Quality Control

FlexVAR replaces residual prediction with direct ground‑truth prediction in visual autoregressive modeling, enabling generation of arbitrary resolutions and aspect ratios, supporting image‑to‑image tasks such as inpainting and upscaling, and offering adjustable inference steps that trade speed for quality while achieving state‑of‑the‑art FID scores.

Autoregressive ModelsVQVAEflexvar

0 likes · 17 min read

FlexVAR: Autoregressive Image Generation with Inpainting and Speed‑Quality Control

JD Cloud Developers

Jul 9, 2024 · Artificial Intelligence

How to Use Stable Diffusion for High‑Quality Promotional Images

Learn how to harness AI-powered Stable Diffusion models—via web UI, online platforms, or desktop apps—to create high‑quality promotional graphics, covering model types, samplers, seed settings, prompt crafting, weighting, and post‑processing techniques such as inpainting and upscaling.

AI image generationImage UpscalingPrompt engineering

0 likes · 11 min read

How to Use Stable Diffusion for High‑Quality Promotional Images

Model Perspective

Jun 17, 2024 · Artificial Intelligence

Can Diffusion Equations Restore Damaged Paintings? A Practical Guide

This article explains how diffusion equation methods can be applied to digitally repair spotted paintings, covering the mathematical representation of images, the underlying heat‑transfer analogy, step‑by‑step inpainting procedures, and improvements such as total variation flow to preserve edges.

Computer VisionImage Restorationdiffusion equation

0 likes · 4 min read

Can Diffusion Equations Restore Damaged Paintings? A Practical Guide

Tencent Cloud Developer

Aug 24, 2023 · Artificial Intelligence

How to Create Your Own AI Digital Avatar with Stable Diffusion and ControlNet

Learn a low‑cost, high‑security method to generate multiple personalized AI digital avatars from a single portrait by using Stable Diffusion WebUI, img2img inpainting, and the ControlNet openpose plugin, covering prompt design, image masking, and step‑by‑step workflow without uploading data to external servers.

AI AvatarControlNetPrompt engineering

0 likes · 11 min read

DaTaobao Tech

Jun 16, 2023 · Artificial Intelligence

Introduction to Stable Diffusion: Concepts, Prompts, and Advanced Techniques

The article introduces Stable Diffusion, explains key terms and parameters, guides model checkpoint merging and fine‑tuning with embeddings, LoRA, and hypernetworks, details ControlNet pose control, sampling choices, prompt engineering techniques—including weighting and negative prompts—and explores advanced uses such as inpainting, Pix2Pix, custom training, highlighting personal and commercial applications and the technology’s growing impact across industries.

AI image generationControlNetPrompt engineering

0 likes · 18 min read

Introduction to Stable Diffusion: Concepts, Prompts, and Advanced Techniques