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Stable Diffusion

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ByteDance Cloud Native
ByteDance Cloud Native
Apr 9, 2025 · Artificial Intelligence

How to Deploy ComfyUI Cluster Edition on Volcengine for Multi‑User AI Workflows

This guide explains how to launch the ComfyUI Cluster Edition on Volcengine, covering its enterprise features such as multi‑user collaboration, resource isolation, built‑in plugins, flexible mounting, and step‑by‑step deployment using VKE, CP, and API Gateway to enable efficient, scalable AI image generation.

AI deploymentCloud ComputingComfyUI
0 likes · 10 min read
How to Deploy ComfyUI Cluster Edition on Volcengine for Multi‑User AI Workflows
360 Tech Engineering
360 Tech Engineering
Dec 17, 2024 · Artificial Intelligence

Innovative Multimodal Architectures: IAA for Extending Language Models and BDM for Chinese-Native AI Painting

The article introduces two 360 AI Research Institute projects—IAA, an architecture that equips frozen language models with multimodal capabilities via plug‑in layers, and BDM, a Chinese‑native diffusion model compatible with the Stable Diffusion ecosystem—detailing their motivations, designs, benchmark results, and open‑source resources.

Chinese AI paintingPlugin ArchitectureStable Diffusion
0 likes · 6 min read
Innovative Multimodal Architectures: IAA for Extending Language Models and BDM for Chinese-Native AI Painting
Architecture and Beyond
Architecture and Beyond
Nov 16, 2024 · Artificial Intelligence

ComfyUI Architecture Overview: Initialization, Node System, Execution Flow, Cache Mechanism and Usage Limits

This article provides a comprehensive technical overview of ComfyUI, an open‑source, node‑based Stable Diffusion UI, detailing its modular initialization steps, node system design, execution pipeline, hierarchical cache strategies, resource management, error handling, API interfaces, and practical usage limits.

AI image generationCache systemComfyUI
0 likes · 25 min read
ComfyUI Architecture Overview: Initialization, Node System, Execution Flow, Cache Mechanism and Usage Limits
DaTaobao Tech
DaTaobao Tech
Oct 14, 2024 · Artificial Intelligence

MNN Stable Diffusion: On‑Device Deployment and Performance Optimizations

The article presents Alibaba’s open‑source MNN inference engine, demonstrating how quantization, operator fusion (including fused multi‑head attention, GroupNorm/SplitGeLU, Winograd convolutions), optimized GEMM and memory‑paging enable on‑device Stable Diffusion with 1‑second‑per‑step performance on Snapdragon 8 Gen3 and Apple M3 GPUs, and outlines future speed‑up directions.

AIMNNPerformance Optimization
0 likes · 11 min read
MNN Stable Diffusion: On‑Device Deployment and Performance Optimizations
ByteDance Cloud Native
ByteDance Cloud Native
Aug 7, 2024 · Artificial Intelligence

Deploy Stable Diffusion in 5 Minutes with Volcengine’s Continuous Delivery CP

Learn how to quickly launch a Stable Diffusion WebUI service in just five minutes using Volcengine’s cloud‑native continuous delivery platform, which abstracts Kubernetes complexities, provides pre‑configured AI templates, serverless VCI deployment, automatic scaling, API gateway access, and includes a Python client for image generation.

AI deploymentCloud NativeContinuous Delivery
0 likes · 14 min read
Deploy Stable Diffusion in 5 Minutes with Volcengine’s Continuous Delivery CP
JD Tech Talk
JD Tech Talk
Jul 9, 2024 · Artificial Intelligence

Getting Started with AI Image Generation Using Stable Diffusion for Promotional Posters

This guide introduces the fundamentals of AI image generation with Stable Diffusion, covering three main usage methods, the Draw Things desktop app, model types, samplers, prompts, and post‑processing techniques to create high‑quality promotional graphics for events like the 618 sale.

AI artDrawThingsImage Generation
0 likes · 11 min read
Getting Started with AI Image Generation Using Stable Diffusion for Promotional Posters
JD Tech
JD Tech
Jul 9, 2024 · Artificial Intelligence

A Beginner’s Guide to AI Image Generation with Stable Diffusion: Tools, Models, and Techniques

This article introduces the fundamentals of AI image generation using Stable Diffusion, covering model basics, three practical ways to access the technology, detailed explanations of model types, samplers, parameters, prompt engineering, and post‑processing techniques for creating high‑quality promotional graphics.

AI artImage GenerationPrompt engineering
0 likes · 11 min read
A Beginner’s Guide to AI Image Generation with Stable Diffusion: Tools, Models, and Techniques
Mashang Consumer UXC
Mashang Consumer UXC
Jul 5, 2024 · Artificial Intelligence

How AIGC is Transforming Design: Tools, Practices, and Real-World Cases

This article explores how AI‑generated content (AIGC) tools like Midjourney and Stable Diffusion are reshaping visual design workflows, enabling faster ideation, customized assets, and brand‑centric applications while highlighting practical strategies and future outlooks for designers.

AI toolsAIGCMidjourney
0 likes · 7 min read
How AIGC is Transforming Design: Tools, Practices, and Real-World Cases
Kuaishou Large Model
Kuaishou Large Model
Jun 27, 2024 · Artificial Intelligence

How I2V-Adapter Turns Images into Videos with Minimal Training

Fast‑forwarding image‑to‑video generation, the article introduces I2V‑Adapter, a lightweight plug‑in for Stable Diffusion‑based video diffusion models that converts a single static image into a coherent video without altering the original T2V architecture, and details its design, frame‑similarity prior, experimental results, and real‑world applications.

AIComputer VisionI2V-Adapter
0 likes · 9 min read
How I2V-Adapter Turns Images into Videos with Minimal Training
Kuaishou Tech
Kuaishou Tech
Jun 26, 2024 · Artificial Intelligence

I2V-Adapter: A Lightweight Image‑to‑Video Adapter for Stable Diffusion Video Diffusion Models

The I2V-Adapter paper introduces a plug‑and‑play lightweight module that enables static images to be converted into dynamic videos using Stable Diffusion‑based text‑to‑video diffusion models without altering the original architecture or pretrained parameters, achieving competitive quality with far less training cost.

AII2V-AdapterStable Diffusion
0 likes · 8 min read
I2V-Adapter: A Lightweight Image‑to‑Video Adapter for Stable Diffusion Video Diffusion Models
JD Tech Talk
JD Tech Talk
May 31, 2024 · Artificial Intelligence

Getting Started with ControlNet in ComfyUI: Installation, Plugins, and Workflow Guide

This article introduces ControlNet for ComfyUI, explains its benefits for AI image generation, walks through local and cloud installation, plugin setup, node configuration, and provides practical examples and resources for creating high‑quality AI artwork.

AI artComfyUIControlNet
0 likes · 14 min read
Getting Started with ControlNet in ComfyUI: Installation, Plugins, and Workflow Guide
Sohu Tech Products
Sohu Tech Products
May 21, 2024 · Artificial Intelligence

OPPO Multimodal Pretrained Model Deployment in Cloud-Edge Scenarios: Practices and Optimizations

OPPO details how it deploys multimodal pretrained models on resource‑constrained edge devices by compressing CLIP‑based image‑text retrieval, adapting Chinese text‑to‑image generation with LoRA and adapters, and lightweighting diffusion models through layer pruning and progressive distillation, achieving sub‑3‑second generation while preserving cloud‑level quality.

ClipLoRAOPPO
0 likes · 18 min read
OPPO Multimodal Pretrained Model Deployment in Cloud-Edge Scenarios: Practices and Optimizations
Inke Technology
Inke Technology
May 15, 2024 · Artificial Intelligence

How to Achieve Stable, High-Quality Video Style Transfer with AI and AnimateDiff

This article outlines the challenges of video style transfer—temporal consistency, quality, adaptability, and compute cost—and presents a comprehensive AI‑driven pipeline using Stable Diffusion, ControlNet, AnimateDiff, and LCM to produce stable, high‑quality stylized videos efficiently.

AI-generated contentAnimateDiffStable Diffusion
0 likes · 8 min read
How to Achieve Stable, High-Quality Video Style Transfer with AI and AnimateDiff
JD Tech Talk
JD Tech Talk
May 14, 2024 · Artificial Intelligence

Tutorial: Using sd-webui-EasyPhoto for Digital Avatar Creation and Video Generation on JD Cloud

This guide walks through installing the sd‑webui‑EasyPhoto plugin on JD Cloud’s AI compute platform, training a personal digital avatar, and using its features for face swapping, video generation, and prompt tweaking, showcasing practical AI art creation with Stable Diffusion.

AI artDigital AvatarEasyPhoto
0 likes · 8 min read
Tutorial: Using sd-webui-EasyPhoto for Digital Avatar Creation and Video Generation on JD Cloud
DaTaobao Tech
DaTaobao Tech
Apr 26, 2024 · Artificial Intelligence

Accelerating Stable Diffusion Models: Evaluation of FlashAttention2, OneFlow, DeepCache, Stable-Fast, and LCM-LoRA

Our benchmark of FlashAttention2, OneFlow, DeepCache, Stable‑Fast, and LCM‑LoRA on Stable Diffusion models shows that DeepCache combined with PyTorch 2.2 consistently cuts inference time by 40‑50% with minimal code changes, while OneFlow offers 20‑40% speedups when compatible, making DeepCache the recommended default acceleration.

DeepCacheFlashAttention2LCM-LoRA
0 likes · 10 min read
Accelerating Stable Diffusion Models: Evaluation of FlashAttention2, OneFlow, DeepCache, Stable-Fast, and LCM-LoRA
Alimama Tech
Alimama Tech
Apr 10, 2024 · Artificial Intelligence

SizeCube: AI‑Driven Arbitrary‑Size Image and Video Outpainting for Advertising

SizeCube leverages Stable Diffusion‑based diffusion models and a sophisticated pipeline—including quality filtering, feature mining, latent‑space UNet denoising, super‑resolution, and temporal 3D‑U‑Net video processing—to automatically outpaint images and videos to any size, boosting Alibaba advertisers’ creative flexibility, click‑through rates, and asset adaptability across diverse ad placements.

AIImage OutpaintingStable Diffusion
0 likes · 14 min read
SizeCube: AI‑Driven Arbitrary‑Size Image and Video Outpainting for Advertising
DaTaobao Tech
DaTaobao Tech
Mar 13, 2024 · Artificial Intelligence

AI Portrait Customization Technology for 3D Digital Humans

The paper introduces an AI‑driven portrait customization pipeline for 3D digital humans in Taobao Life 2 that leverages Stable Diffusion with a novel reference‑image injection and blend‑diffusion technique to preserve identity, diversify backgrounds, cut generation time to about 20 seconds, and support multiple artistic styles, achieving high‑quality, production‑ready avatars.

3D digital humansAI portrait customizationComputer Vision
0 likes · 9 min read
AI Portrait Customization Technology for 3D Digital Humans
DaTaobao Tech
DaTaobao Tech
Mar 6, 2024 · Artificial Intelligence

AI Clothing Graffiti Project: Implementation and Optimization of AIGC Technology in Taobao Life 2

The AI Clothing Graffiti Project in Taobao Life 2 leverages Stable Diffusion, ControlNet, and LoRA to let users generate and stylize clothing designs via text‑image prompts, employing parallel processing, face repair, and content filtering, and has launched successfully, inviting algorithm engineers to join the team.

AIAIGCComputer Vision
0 likes · 14 min read
AI Clothing Graffiti Project: Implementation and Optimization of AIGC Technology in Taobao Life 2
DaTaobao Tech
DaTaobao Tech
Feb 19, 2024 · Artificial Intelligence

AI/ML Technology Articles Collection

This collection compiles technical articles that explore diverse AI/ML applications, from deploying large language models on MacBooks and building e‑commerce recommendation engines, to leveraging the LangChain framework, creating AIGC‑driven fashion solutions, and implementing Stable Diffusion for image generation.

AIAIGCDeployment
0 likes · 1 min read
AI/ML Technology Articles Collection
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Feb 4, 2024 · Artificial Intelligence

Understanding Stable Diffusion Architecture and Implementing It with the Diffusers Library

This article reviews the evolution from GANs to diffusion models, explains the components of Stable Diffusion—including the CLIP text encoder, VAE, and UNet—and provides step‑by‑step Python code using HuggingFace's Diffusers library to generate images from text prompts.

AI PaintingStable Diffusiondeep learning
0 likes · 12 min read
Understanding Stable Diffusion Architecture and Implementing It with the Diffusers Library