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Stable Diffusion

101 articles · Page 1 of 2
Coder Trainee
Coder Trainee
Aug 31, 2026 · Artificial Intelligence

From Beginner to Pro: Mastering ComfyUI’s Node‑Based AI Image Generation

This article explains why ComfyUI outperforms traditional WebUI by offering a node‑based visual programming workflow, details its three core advantages, provides step‑by‑step installation and a first text‑to‑image pipeline, introduces essential plugins, high‑resolution commercial techniques, and shows how Java developers can use its API as a backend.

AI image generationComfyUIJava API
0 likes · 8 min read
From Beginner to Pro: Mastering ComfyUI’s Node‑Based AI Image Generation
Design Hub
Design Hub
Jun 28, 2026 · Industry Insights

10 AI Inspiration Sites Creators Should Use Long‑Term (Not Just the Biggest)

With the surge of AI generation tools, creators often struggle not with creating images but with finding the right starting point, and this article evaluates ten AI inspiration platforms—highlighting Genvizu as the most workflow‑friendly option for sustained creative work.

AI design toolsAI inspirationGenVizu
0 likes · 13 min read
10 AI Inspiration Sites Creators Should Use Long‑Term (Not Just the Biggest)
HyperAI Super Neural
HyperAI Super Neural
Apr 7, 2026 · Artificial Intelligence

MIT’s DRiffusion Achieves 1.4–3.7× Faster Diffusion Sampling via Draft‑and‑Refine Parallelism

MIT researchers introduce DRiffusion, a draft‑and‑refine parallel framework that uncovers intrinsic parallelism in diffusion models, delivering 1.4–3.7× speedup on three GPUs while preserving near‑lossless image quality across Stable Diffusion 2.1, SDXL and SD3 evaluated on MS‑COCO.

AI accelerationDRiffusionMS-COCO
0 likes · 14 min read
MIT’s DRiffusion Achieves 1.4–3.7× Faster Diffusion Sampling via Draft‑and‑Refine Parallelism
AIWalker
AIWalker
Mar 3, 2026 · Artificial Intelligence

How NanoSD Cuts 90% Parameters to Enable Real‑Time Photo Editing on Mobile

NanoSD distills Stable Diffusion 1.5 into a 130 M‑parameter model that runs inference in 20 ms on a Qualcomm SM8750 NPU, using hardware‑aware module pruning, module‑level knowledge distillation, and Bayesian optimization to achieve Pareto‑optimal quality‑efficiency trade‑offs for on‑device image restoration.

Bayesian optimizationStable Diffusionknowledge distillation
0 likes · 14 min read
How NanoSD Cuts 90% Parameters to Enable Real‑Time Photo Editing on Mobile
xkx's Tech General Store
xkx's Tech General Store
Feb 8, 2026 · Artificial Intelligence

Mastering U‑Net: The Core Engine of Stable Diffusion – Theory to Practice

This article introduces the U‑Net architecture—originally designed for medical image segmentation—explains why its pixel‑wise processing makes it the core denoising engine in Stable Diffusion, details three key modifications for diffusion models, and walks through a ResNet‑50‑based implementation trained on the VOC2012 dataset, achieving 0.92 pixel accuracy and 0.64 mean IoU.

PyTorchResNet50Semantic Segmentation
0 likes · 11 min read
Mastering U‑Net: The Core Engine of Stable Diffusion – Theory to Practice
xkx's Tech General Store
xkx's Tech General Store
Jan 29, 2026 · Artificial Intelligence

Understanding CLIP: The Image‑Text Translator Behind Text‑to‑Image Models

This article explains CLIP’s dual‑encoder architecture, contrastive training, and zero‑shot inference, then demonstrates its use through image‑text matching and CIFAR‑10 classification experiments with code examples, highlighting strengths and limitations such as resolution mismatch.

CLIPContrastive LearningImage-Text Matching
0 likes · 11 min read
Understanding CLIP: The Image‑Text Translator Behind Text‑to‑Image Models
Tencent Cloud Developer
Tencent Cloud Developer
Jan 14, 2026 · Artificial Intelligence

Turn Simple Text into Detailed AI Image Prompts: A Step‑by‑Step Guide

This guide explains how to use advanced AI models such as Gemini, Midjourney, and Stable Diffusion to expand brief, informal user descriptions into comprehensive, high‑quality English prompts that include visual style, subject details, environment, lighting, and camera parameters for image or video generation.

AI Prompt EngineeringMidjourneyPrompt design
0 likes · 14 min read
Turn Simple Text into Detailed AI Image Prompts: A Step‑by‑Step Guide
AI2ML AI to Machine Learning
AI2ML AI to Machine Learning
Sep 30, 2025 · Artificial Intelligence

Dynamic Multimodal Video Generation: Prioritizing Stability and High Quality

The article surveys the evolution of video generation models—from early GANs and DCGAN to diffusion‑based approaches like Stable Diffusion and DiT—highlighting how stability, high quality, massive compute, and multimodal data pipelines are shaping the current and future paths of dynamic multimodal video generation.

Stable DiffusionTransformerdiffusion models
0 likes · 7 min read
Dynamic Multimodal Video Generation: Prioritizing Stability and High Quality
58UXD
58UXD
Jul 30, 2025 · Artificial Intelligence

How to Build AI-Powered Real‑Person 3D Scenes: From Style Exploration to LoRA Fusion

This guide walks creators through the complete workflow of generating realistic AI‑driven human scenes and converting them into 3D‑style visuals, covering style definition, tool‑assisted pipelines with Doubao and Stable Diffusion, LoRA training, and flexible weight blending for diverse artistic outcomes.

3D renderingAI-generated imageryDigital Content Creation
0 likes · 9 min read
How to Build AI-Powered Real‑Person 3D Scenes: From Style Exploration to LoRA Fusion
Tech Bean
Tech Bean
May 19, 2025 · Artificial Intelligence

Build a Text‑to‑Image Workflow with Dify in 5 Minutes

This guide walks through creating a text‑to‑image workflow using Dify and ComfyUI, covering workflow concepts, node configuration, firewall setup, model download, Docker integration, and tips for optimizing generation speed and prompt handling.

AI workflowComfyUIDify
0 likes · 7 min read
Build a Text‑to‑Image Workflow with Dify in 5 Minutes
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
58UXD
58UXD
Mar 18, 2025 · Artificial Intelligence

How AI is Revolutionizing Design: 8 Powerful Tools Every Designer Must Know

This article explores how rapidly advancing AI technologies are transforming designers into creative partners, detailing eight practical AI tools that boost idea generation, streamline workflows, enhance detail work, add motion, provide feedback, generate copy, auto‑create UI, and enable cross‑domain innovations.

AIMidjourneyStable Diffusion
0 likes · 8 min read
How AI is Revolutionizing Design: 8 Powerful Tools Every Designer Must Know
AIWalker
AIWalker
Jan 11, 2025 · Artificial Intelligence

Arc2Face: Identity‑Conditioned Face Generation Model Delivering High‑Consistency, High‑Quality AI Portraits

Arc2Face is an identity‑conditioned face synthesis foundation model that projects ArcFace embeddings into the CLIP space of a fine‑tuned Stable Diffusion, using up‑sampled WebFace42M and high‑quality FFHQ/CelebA‑HQ data to achieve far‑superior facial similarity and consistency compared with existing methods such as FaceSwap and InstantID, as demonstrated by extensive quantitative and visual experiments.

Arc2FaceFace GenerationIdentity Conditioning
0 likes · 7 min read
Arc2Face: Identity‑Conditioned Face Generation Model Delivering High‑Consistency, High‑Quality AI Portraits
Alibaba Cloud Native
Alibaba Cloud Native
Dec 20, 2024 · Artificial Intelligence

Deploy AI Image Generation (ComfyUI & Stable Diffusion) on Serverless Function Compute

This guide explains how to quickly deploy popular AI image‑generation models such as ComfyUI and Stable Diffusion WebUI on Alibaba Cloud Function Compute, covering architecture, step‑by‑step deployment, custom workflow creation, model management with NAS, and best‑practice tips for cost and performance.

ComfyUIFunction ComputeNAS storage
0 likes · 17 min read
Deploy AI Image Generation (ComfyUI & Stable Diffusion) on Serverless Function Compute
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 paintingStable Diffusionlanguage model
0 likes · 6 min read
Innovative Multimodal Architectures: IAA for Extending Language Models and BDM for Chinese-Native AI Painting
58UXD
58UXD
Nov 22, 2024 · Artificial Intelligence

How Stable Diffusion Transforms Icon Design: Fast, Diverse, Low‑Cost AI Icons

This article explores how Stable Diffusion, an AI image‑generation model, revolutionizes icon creation by delivering high‑efficiency, diverse‑style, easily adjustable, and low‑cost designs, and provides a step‑by‑step WEB‑UI workflow—including sketching, model selection, parameter tuning, prompt crafting, and ControlNet usage—to produce inflatable‑style 3D icons.

AI-generated graphicsAIGCStable Diffusion
0 likes · 5 min read
How Stable Diffusion Transforms Icon Design: Fast, Diverse, Low‑Cost AI Icons
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
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Oct 16, 2024 · Artificial Intelligence

How VICTORIA Revolutionizes Multi‑Object Image Editing with Language‑Aware Diffusion

The VICTORIA algorithm, presented by Alibaba Cloud AI Platform PAI and South China University of Technology at ACM MM 2024, leverages linguistic dependency parsing to guide cross‑attention in Stable Diffusion, enabling accurate, training‑free multi‑object image editing while preserving spatial structure and achieving state‑of‑the‑art results on benchmark datasets.

AI researchStable DiffusionVICTORIA
0 likes · 10 min read
How VICTORIA Revolutionizes Multi‑Object Image Editing with Language‑Aware Diffusion
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.

AIMNNOn-Device Inference
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 DeploymentPythonServerless
0 likes · 14 min read
Deploy Stable Diffusion in 5 Minutes with Volcengine’s Continuous Delivery CP
JD Cloud Developers
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 UpscalingStable Diffusion
0 likes · 11 min read
How to Use Stable Diffusion for High‑Quality Promotional Images
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 artSoftwareStable Diffusion
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
58UXD
58UXD
Jul 3, 2024 · Artificial Intelligence

Boost B‑Side Icon Design with Stable Diffusion & ControlNet: A Step‑by‑Step Guide

This tutorial shows how designers can streamline the creation of 3D frosted‑glass B‑end icons by leveraging Stable Diffusion and ControlNet, covering model setup, line‑art preparation, prompt engineering, generation parameters, and post‑processing to achieve high‑quality results efficiently.

AI generationControlNetStable Diffusion
0 likes · 5 min read
Boost B‑Side Icon Design with Stable Diffusion & ControlNet: A Step‑by‑Step Guide
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.

AII2V-AdapterStable Diffusion
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
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Jun 18, 2024 · Artificial Intelligence

Free-Prompt-Editing: Efficient Text-Guided Image Editing with Stable Diffusion

The paper introduces Free-Prompt-Editing (FPE), a novel, efficient algorithm for text‑guided image editing that leverages probe analysis of cross‑ and self‑attention maps in Stable Diffusion, demonstrates its superiority over existing methods through extensive experiments, and provides open‑source implementation for both synthetic and real‑image editing.

AI researchStable Diffusionattention maps
0 likes · 12 min read
Free-Prompt-Editing: Efficient Text-Guided Image Editing with Stable Diffusion
58UXD
58UXD
Jun 13, 2024 · Artificial Intelligence

Why ComfyUI Is the Fast, Flexible Choice Over WebUI for Stable Diffusion

This article explains what ComfyUI is, how its node‑based workflow mirrors the underlying Stable Diffusion architecture, and why it outperforms WebUI in speed, GPU usage, real‑time preview, and workflow reuse, while also offering practical tips for new users.

AI image generationComfyUIGPU optimization
0 likes · 9 min read
Why ComfyUI Is the Fast, Flexible Choice Over WebUI for Stable Diffusion
58UXD
58UXD
May 23, 2024 · Artificial Intelligence

How to Create Stunning Clay‑Style Images with Stable Diffusion

This guide walks you through generating eye‑catching clay‑style artwork using Stable Diffusion, covering model selection, prompt engineering, sampling settings, image‑to‑image techniques, and iterative refinements to achieve high‑quality, realistic results.

AI artStable Diffusionclay style
0 likes · 6 min read
How to Create Stunning Clay‑Style Images with Stable Diffusion
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.

CLIPEdge DeploymentLoRA
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
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
Baidu MEUX
Baidu MEUX
Apr 17, 2024 · Artificial Intelligence

How AI‑Powered Design Revives China’s 24 Solar Terms in a New‑Chinese Style

Leveraging AI image generation and LoRA model fine‑tuning, Baidu’s MEUX team reimagined the traditional 24 solar‑term cards in a fresh New‑Chinese aesthetic, blending cultural heritage, artistic composition, and modern visual effects to boost design efficiency and create a cohesive brand experience.

24 solar termsAI designBaidu
0 likes · 9 min read
How AI‑Powered Design Revives China’s 24 Solar Terms in a New‑Chinese Style
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.

AIAdvertisingImage Outpainting
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 customizationLoRA models
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.

AIAIGCControlNet
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.

AIAIGCLLM
0 likes · 1 min read
AI/ML Technology Articles Collection
Ximalaya Technology Team
Ximalaya Technology Team
Feb 1, 2024 · Artificial Intelligence

Understanding AI Image Generation: Diffusion Models, CLIP, and Control Techniques

This guide explains how AI image generators such as Stable Diffusion and DALL·E 3 turn text prompts into pictures by using diffusion models, CLIP‑aligned embeddings, and optional controls like negative prompts, fine‑tuned LoRA checkpoints and ControlNet conditioning, highlighting their differences, workflow, and practical customization.

AI image generationCLIPControlNet
0 likes · 18 min read
Understanding AI Image Generation: Diffusion Models, CLIP, and Control Techniques
Alibaba Cloud Native
Alibaba Cloud Native
Jan 26, 2024 · Artificial Intelligence

Deploy a Serverless Stable Diffusion API for Scalable AI Image Generation

This guide explains how to overcome GPU cost, high‑concurrency, and model‑switching challenges by using Alibaba Cloud's Serverless Stable Diffusion API, detailing deployment steps, supported use cases, performance advantages, and the full set of RESTful endpoints for AI image creation.

AIAPIFunction Compute
0 likes · 19 min read
Deploy a Serverless Stable Diffusion API for Scalable AI Image Generation
JD.com Experience Design Center
JD.com Experience Design Center
Jan 5, 2024 · Artificial Intelligence

How IP-Adapter Revolutionizes Image Generation Beyond Traditional img2img

This article explores the IP-Adapter technique for Stable Diffusion, comparing it with conventional img2img, detailing its superior prompt integration, multi‑reference capabilities, workflow automation with ControlNet and ComfyUI, and how it enables instant LoRA creation for faster, more diverse AI‑generated images.

AI artControlNetIP-Adapter
0 likes · 9 min read
How IP-Adapter Revolutionizes Image Generation Beyond Traditional img2img
Baidu MEUX
Baidu MEUX
Jan 3, 2024 · Artificial Intelligence

Mastering AI‑Generated Brand Symbol Posters with Stable Diffusion

This article walks through a complete methodology for creating brand symbol posters using AI, covering basic and advanced Stable Diffusion techniques such as ControlNet, depth‑map generation, semantic segmentation, LoRA integration, and post‑processing to achieve high‑quality, efficient visual assets.

AI image generationControlNetDepth map
0 likes · 10 min read
Mastering AI‑Generated Brand Symbol Posters with Stable Diffusion
Alibaba Cloud Native
Alibaba Cloud Native
Dec 30, 2023 · Artificial Intelligence

How to Accelerate Stable Diffusion with TensorRT on Alibaba Cloud ACK

This guide explains how to set up Alibaba Cloud's ACK environment, install the Cloud Native AI Suite, configure TensorRT, and run Stable Diffusion with dramatically reduced latency and memory usage, including detailed commands, performance metrics, and reproducible code snippets.

AI accelerationGPU inferenceStable Diffusion
0 likes · 7 min read
How to Accelerate Stable Diffusion with TensorRT on Alibaba Cloud ACK
Taobao Design
Taobao Design
Dec 14, 2023 · Artificial Intelligence

How to Train a Multi‑Stage AI Model for a Brand Mascot – Tmall Case Study

This article explores the challenges of using AI image generators for brand IP, compares Midjourney and Stable Diffusion results, and presents a step‑by‑step multi‑layer model training workflow—including dataset creation, training optimization, and practical tips—to achieve a more expressive and consistent Tmall mascot.

AIMidjourneyStable Diffusion
0 likes · 8 min read
How to Train a Multi‑Stage AI Model for a Brand Mascot – Tmall Case Study
Baidu MEUX
Baidu MEUX
Dec 13, 2023 · Artificial Intelligence

How AI‑Generated Images Supercharged Baidu App’s Ad Growth

This case study details how MEUX’s designers leveraged Stable Diffusion to mass‑produce high‑quality ad images for Baidu App, overcoming the scalability challenges of personalized advertising through prompt engineering, template design, and human‑AI collaboration.

AI-generated imagesStable Diffusionadvertising automation
0 likes · 10 min read
How AI‑Generated Images Supercharged Baidu App’s Ad Growth
DaTaobao Tech
DaTaobao Tech
Dec 4, 2023 · Artificial Intelligence

AIGC Poster Generation Project: Methods and Optimizations

The AIGC Poster Generation Project employs Stable Diffusion enhanced with VAE, ControlNet, LoRA and other extensions to create product posters in four visual styles, exploring outpainting, inpainting, reference‑based diffusion and DreamBooth prototypes, and optimizes detail preservation, super‑resolution text, and masking to achieve over 90% detail fidelity, 95% success rate, and 3–5 second inference per image.

AIGCControlNetStable Diffusion
0 likes · 7 min read
AIGC Poster Generation Project: Methods and Optimizations
58UXD
58UXD
Dec 1, 2023 · Artificial Intelligence

How AI‑Powered LoRA Techniques Supercharged a September Recruitment Campaign Design

This article details how 58.com’s design team leveraged AI tools such as Stable Diffusion, LoRA models, and prompt engineering to create a visually rich September recruitment landing page, outlining the project background, design strategy, technical exploration, and measurable results.

AI designLoRAStable Diffusion
0 likes · 6 min read
How AI‑Powered LoRA Techniques Supercharged a September Recruitment Campaign Design
Zhixing ZXD Design Center
Zhixing ZXD Design Center
Nov 27, 2023 · Artificial Intelligence

Boost Marketing Design with AI: Stable Diffusion & Runway GEN‑2 Case Studies

Explore how AI tools like Stable Diffusion and Runway GEN‑2 can accelerate marketing design workflows, from converting 2D sketches to 3D assets, generating dynamic video posters, training custom LoRA models for travel backgrounds, and creating personalized avatar styles, with step‑by‑step case studies and practical tips.

3D backgroundAI toolsLoRA
0 likes · 8 min read
Boost Marketing Design with AI: Stable Diffusion & Runway GEN‑2 Case Studies
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Nov 14, 2023 · Artificial Intelligence

Fin2.0 AI‑Powered Design Assistant: Text‑to‑Image Generation, Prompt Engineering, and Practical Case Study

Fin2.0, NetEase Cloud Music’s AI‑driven design assistant, combines text‑to‑image, text‑to‑icon and text‑to‑copy generation with an internal Stable Diffusion engine and streamlined prompt templates, enabling non‑designers like a colleague to create high‑quality promotional banners in hours while avoiding external costs and data‑security risks.

AI-generated imagesAIGCFin2.0
0 likes · 17 min read
Fin2.0 AI‑Powered Design Assistant: Text‑to‑Image Generation, Prompt Engineering, and Practical Case Study
DaTaobao Tech
DaTaobao Tech
Oct 13, 2023 · Artificial Intelligence

Understanding Stable Diffusion: Core Principles and Technical Architecture

The article demystifies Stable Diffusion by explaining its low‑cost latent‑space design and conditioning mechanisms, comparing it to autoregressive, VAE, flow‑based and GAN models, detailing the iterative noise‑to‑image process, token‑based text‑to‑image control, version differences, common generation issues, and providing implementation code examples.

AI image generationStable DiffusionVAE
0 likes · 15 min read
Understanding Stable Diffusion: Core Principles and Technical Architecture
58UXD
58UXD
Oct 11, 2023 · Artificial Intelligence

Run Stable Diffusion Directly Inside Photoshop with the Auto‑Photoshop Plugin

This guide explains how to install and use the Auto‑Photoshop‑StableDiffusion plugin, enabling seamless Stable Diffusion AI image generation inside Photoshop, covering installation steps, core features like txt2img and img2img, and a real‑world design workflow case study.

AI artControlNetPhotoshop
0 likes · 7 min read
Run Stable Diffusion Directly Inside Photoshop with the Auto‑Photoshop Plugin
Ximalaya Technology Team
Ximalaya Technology Team
Oct 10, 2023 · Artificial Intelligence

MiniGPT-5: A Novel Multimodal Generation Model for Coherent Text-Image Synthesis

MiniGPT-5 is a novel multimodal generation model using generative vokens to interleave text and image synthesis, integrating Stable Diffusion and LLMs with a two-stage training that requires no domain-specific annotations, achieving state‑of‑the‑art coherence and quality on benchmarks like CC3M, VIST, and MMDialog.

AI researchStable Diffusiongenerative vokens
0 likes · 9 min read
MiniGPT-5: A Novel Multimodal Generation Model for Coherent Text-Image Synthesis
DaTaobao Tech
DaTaobao Tech
Sep 1, 2023 · Artificial Intelligence

Research on Virtual Clothing Try-On Using Stable Diffusion and LoRA

This study evaluates virtual clothing try‑on by fine‑tuning LoRA models on a handful of garment images and integrating Stable Diffusion with ControlNet, Inpainting, and Segment Anything, showing that the AI‑generated pipeline matches or exceeds traditional geometric‑matching VTON in visual fidelity, especially for upper‑body apparel, while running locally on an RTX 3060.

AIControlNetFashion Generation
0 likes · 9 min read
Research on Virtual Clothing Try-On Using Stable Diffusion and LoRA
Tencent Cloud Developer
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 AvatarControlNetStable Diffusion
0 likes · 11 min read
How to Create Your Own AI Digital Avatar with Stable Diffusion and ControlNet
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
DaTaobao Tech
DaTaobao Tech
Aug 11, 2023 · Artificial Intelligence

Practical Guide to Stable Diffusion WebUI: Prompt Engineering, LoRA, VAE, and ControlNet

This practical guide walks users through installing Stable Diffusion WebUI, explains the differences between base, LoRA, VAE, and ControlNet models, shows how to derive prompts with CLIP or DeepBooru, and provides detailed text‑to‑image and image‑to‑image examples for effective prompt engineering.

AI image generationControlNetLoRA
0 likes · 12 min read
Practical Guide to Stable Diffusion WebUI: Prompt Engineering, LoRA, VAE, and ControlNet
58UXD
58UXD
Jul 28, 2023 · Artificial Intelligence

How Stable Diffusion Turns Sketches into 3D Scenes and Creative Fonts

This article explores how Stable Diffusion can revolutionize visual design by instantly converting line sketches into 3D scenes, turning flat cartoon IPs into detailed 3D characters, and generating creative font styles, while detailing the required models, ControlNet settings, prompts, and post‑processing techniques.

3D renderingAI-generated designStable Diffusion
0 likes · 9 min read
How Stable Diffusion Turns Sketches into 3D Scenes and Creative Fonts
Tencent Cloud Developer
Tencent Cloud Developer
Jul 27, 2023 · Artificial Intelligence

Creating Artistic QR Code Images with ControlNet and Stable Diffusion

The article demonstrates how to create visually appealing, scannable QR‑code artworks using ControlNet and Stable Diffusion, explaining QR‑code structure, contrast preservation, and several pipelines—including tile‑based, OpenPose‑combined, and community QR‑code models—while detailing WebUI settings, prompt examples, weight tuning, and a custom ControlNet that reduces grid artifacts.

AI-generated QR codesControlNetStable Diffusion
0 likes · 13 min read
Creating Artistic QR Code Images with ControlNet and Stable Diffusion
Tencent Cloud Developer
Tencent Cloud Developer
Jul 26, 2023 · Artificial Intelligence

ChatGPT‑Based Prompt Generator for Stable Diffusion AI Art

The project implements a ChatGPT‑powered prompt generator for Stable Diffusion that translates non‑English ideas, crafts concise 50‑word positive prompts with structured modifiers, filters prohibited content, leverages few‑shot examples, and is containerized via Docker, dramatically simplifying AI art creation for beginners and multilingual users.

AI artChatGPTDocker
0 likes · 16 min read
ChatGPT‑Based Prompt Generator for Stable Diffusion AI Art
DaTaobao Tech
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 generationControlNetStable Diffusion
0 likes · 18 min read
Introduction to Stable Diffusion: Concepts, Prompts, and Advanced Techniques
Zhixing ZXD Design Center
Zhixing ZXD Design Center
Jun 5, 2023 · Artificial Intelligence

How AI Painting Transforms Design: Midjourney vs Stable Diffusion and 4 Real‑World Cases

This article explores the rapid rise of AI painting tools such as Midjourney and Stable Diffusion, compares their features, outlines new design workflows, and presents four detailed case studies—from 2D‑to‑3D character creation to poster and H5 header generation—showing how designers can boost productivity and creativity.

3D conversionAI paintingAIGC
0 likes · 10 min read
How AI Painting Transforms Design: Midjourney vs Stable Diffusion and 4 Real‑World Cases
Tencent Cloud Developer
Tencent Cloud Developer
May 24, 2023 · Artificial Intelligence

Deploying Stable Diffusion on Tencent Cloud: A Step‑by‑Step Guide

Deploy Stable Diffusion on Tencent Cloud by building a Docker image, pushing it to TCR, creating a GPU‑enabled TKE cluster with CFS storage, configuring qGPU sharing, exposing the service via Cloud Native API Gateway, optimizing inference with TACO Kit, storing results in COS, and applying content moderation.

AI DeploymentGPUKubernetes
0 likes · 19 min read
Deploying Stable Diffusion on Tencent Cloud: A Step‑by‑Step Guide
Alibaba Cloud Native
Alibaba Cloud Native
May 12, 2023 · Cloud Computing

Deploy Stable Diffusion on Alibaba Cloud Serverless in Minutes

This guide walks you through registering for Alibaba Cloud, enabling Function Compute and NAS, creating a Stable Diffusion application from a template, configuring the admin console, uploading the model, optionally building a custom Docker image, and troubleshooting common issues, all with step‑by‑step instructions and code examples.

AIAlibaba CloudDocker
0 likes · 9 min read
Deploy Stable Diffusion on Alibaba Cloud Serverless in Minutes
58UXD
58UXD
May 12, 2023 · Artificial Intelligence

Boost B‑Enterprise Design Efficiency with Stable Diffusion & Midjourney

This article demonstrates how B‑end designers can leverage AI image generators such as Stable Diffusion and Midjourney to accelerate visual creation, reduce reliance on complex 3D tools, and achieve up to 80% productivity gains through practical prompts, workflow steps, and post‑processing techniques.

AIB2BDesign
0 likes · 8 min read
Boost B‑Enterprise Design Efficiency with Stable Diffusion & Midjourney
Programmer DD
Programmer DD
May 12, 2023 · Artificial Intelligence

Integrate ChatGPT & Stable Diffusion into Your WeChat App in 1 Minute

This tutorial shows how to quickly integrate ChatGPT and Stable Diffusion AIGC models into a WeChat public account or mini‑program using the AIGCaaS platform, covering registration, API Explorer usage, code customization, asynchronous handling, and deployment with Python Flask.

AIGCChatGPTFlask
0 likes · 13 min read
Integrate ChatGPT & Stable Diffusion into Your WeChat App in 1 Minute
58UXD
58UXD
May 8, 2023 · Artificial Intelligence

Unlock Pro-Level AI Art: 7 Essential Tools to Supercharge Midjourney & Stable Diffusion

This guide compares Midjourney and Stable Diffusion, highlights their strengths and limitations, and introduces seven complementary AI tools—including Upscayl, LeiaPix, D‑ID, InsightFaceSwap, Remove.bg, Lexica, and Wonder AI—to help creators generate higher‑resolution, animated, and editable images with streamlined workflows.

AI artArtificial IntelligenceImage Upscaling
0 likes · 11 min read
Unlock Pro-Level AI Art: 7 Essential Tools to Supercharge Midjourney & Stable Diffusion
Top Architect
Top Architect
May 8, 2023 · Artificial Intelligence

Understanding Stable Diffusion: Architecture, Training, and Practical Applications

This article provides a comprehensive overview of Stable Diffusion, covering its latent diffusion architecture, training data and procedures, model components such as autoencoder, CLIP text encoder and UNet, as well as practical usage examples including text‑to‑image generation, image‑to‑image, inpainting, and advanced extensions like ControlNet and SD‑2.x.

AI image generationStable Diffusiondiffusion models
0 likes · 52 min read
Understanding Stable Diffusion: Architecture, Training, and Practical Applications
Alibaba Cloud Native
Alibaba Cloud Native
May 5, 2023 · Artificial Intelligence

Deploy Stable Diffusion on Alibaba Cloud Serverless in Minutes

This guide shows how to map a Stable Diffusion container's dynamic paths to Alibaba Cloud NAS, configure Serverless Devs, deploy the application, and upload model files via a visual admin UI or NAS commands, enabling fast AI image generation on a cloud‑native platform.

AI DeploymentAlibaba CloudFunction Compute
0 likes · 8 min read
Deploy Stable Diffusion on Alibaba Cloud Serverless in Minutes
Alibaba Cloud Native
Alibaba Cloud Native
Apr 24, 2023 · Artificial Intelligence

Deploy Stable Diffusion WebUI on Alibaba Cloud Function Compute in One Command

This guide walks you through deploying the open‑source Stable Diffusion WebUI on Alibaba Cloud Function Compute using Serverless Devs, covering prerequisites, a single‑line deployment command, configuration details, access URL, and practical tips for handling GPU rendering and cold‑start latency.

AI DeploymentFunction ComputeGPU
0 likes · 5 min read
Deploy Stable Diffusion WebUI on Alibaba Cloud Function Compute in One Command
Tencent Cloud Developer
Tencent Cloud Developer
Apr 20, 2023 · Artificial Intelligence

Master Stable Diffusion: From Hardware Setup to Advanced Prompt Engineering

This comprehensive guide walks you through the hardware requirements, environment deployment, key parameters, prompt techniques, ControlNet integration, model download and installation, as well as style and character training for Stable Diffusion, providing practical code snippets and visual examples for each step.

AI image generationControlNetGPU deployment
0 likes · 38 min read
Master Stable Diffusion: From Hardware Setup to Advanced Prompt Engineering
Alibaba Cloud Native
Alibaba Cloud Native
Apr 18, 2023 · Artificial Intelligence

How to Deploy a CPU‑Based Stable Diffusion Service on Alibaba Cloud ACK

This guide walks you through the prerequisites, step‑by‑step console and kubectl procedures, YAML configuration, and post‑deployment verification needed to run a CPU‑only Stable Diffusion model on Alibaba Cloud Container Service (ACK) and optionally switch to a GPU‑enabled version.

ACKAI Model DeploymentCPU
0 likes · 7 min read
How to Deploy a CPU‑Based Stable Diffusion Service on Alibaba Cloud ACK
Nightwalker Tech
Nightwalker Tech
Apr 13, 2023 · Artificial Intelligence

Fundamentals of AI‑Generated Image Creation: Diffusion Models and Stable Diffusion

This article provides a comprehensive overview of AI‑generated content (AIGC) for image creation, explaining the role of diffusion models, the architecture of Stable Diffusion—including CLIP, UNet, and VAE—and the underlying mathematical concepts such as Markov chains, Langevin dynamics, and Gaussian distributions.

AIAIGCStable Diffusion
0 likes · 31 min read
Fundamentals of AI‑Generated Image Creation: Diffusion Models and Stable Diffusion
Tencent Cloud Developer
Tencent Cloud Developer
Apr 10, 2023 · Artificial Intelligence

How Computers Generate Realistic Images: An In‑Depth Guide to AI Image Generation, Diffusion Models, ControlNet, LoRA and More

This guide explains how AI creates photorealistic images, tracing the shift from VAEs and GANs to diffusion models, detailing latent diffusion, ControlNet conditioning, CLIP text‑image alignment, and lightweight fine‑tuning methods like DreamBooth and LoRA, plus practical tips for higher‑resolution results.

AI image generationControlNetLoRA
0 likes · 22 min read
How Computers Generate Realistic Images: An In‑Depth Guide to AI Image Generation, Diffusion Models, ControlNet, LoRA and More
Tencent Cloud Developer
Tencent Cloud Developer
Apr 4, 2023 · Artificial Intelligence

Step-by-Step Guide to Building Your Own Realistic AI Image Generation Website with Stable Diffusion

This step‑by‑step tutorial shows how to set up a Stable Diffusion web UI, install the required Python environment and GPU‑enabled PyTorch, add Chinese localization and optional LoRA or Deforum extensions, generate realistic human images, create animated videos, and add speech with D‑ID, all ready for deployment on your own AI website.

DeforumGitPython
0 likes · 9 min read
Step-by-Step Guide to Building Your Own Realistic AI Image Generation Website with Stable Diffusion
Baidu Geek Talk
Baidu Geek Talk
Mar 9, 2023 · Industry Insights

How Baidu’s ERNIE‑ViLG 2.0 and PaddlePaddle Boost AI Painting Performance

This article analyzes Baidu’s ERNIE‑ViLG 2.0 and PaddlePaddle‑optimized Stable Diffusion models, presenting benchmark comparisons, hardware‑specific speed and memory gains, and the underlying inference optimizations that enable low‑cost, high‑throughput AI‑generated image creation.

AI paintingAIGCGPU acceleration
0 likes · 9 min read
How Baidu’s ERNIE‑ViLG 2.0 and PaddlePaddle Boost AI Painting Performance
58UXD
58UXD
Mar 7, 2023 · Artificial Intelligence

How Diffusion Models Power AI Image Generation: From Prompts to Pictures

This article explains how modern AI image generators like Midjourney and Stable Diffusion use diffusion models, large training datasets, deep learning, latent spaces, and CLIP to transform textual prompts into high‑quality images, while also discussing the impact on designers and future collaboration opportunities.

CLIPMidjourneyStable Diffusion
0 likes · 7 min read
How Diffusion Models Power AI Image Generation: From Prompts to Pictures
Laiye Technology Team
Laiye Technology Team
Mar 3, 2023 · Artificial Intelligence

Survey of Text‑Controlled Image Generation Models: DALL·E‑2, Imagen, Stable Diffusion, and ControlNet

This article reviews the key components and design choices of recent text‑controlled image generation systems—including DALL·E‑2, Google Imagen, Stability AI's Latent Stable Diffusion, and the ControlNet extension—highlighting how diffusion models, text encoders, prior modules, super‑resolution, and conditioning mechanisms enable high‑quality, controllable visual synthesis.

AIControlNetDALL-E-2
0 likes · 16 min read
Survey of Text‑Controlled Image Generation Models: DALL·E‑2, Imagen, Stable Diffusion, and ControlNet
phodal
phodal
Feb 27, 2023 · Artificial Intelligence

Mastering AIGC: From Prompt Design to Custom Stable Diffusion Models

This article walks through a practical AIGC workflow—defining a three‑step human‑machine blueprint, crafting effective prompts and negative prompts, leveraging ControlNet and DreamBooth for custom models, and refining outputs with Inpaint—showing how to boost creative efficiency with open‑source AI tools.

AI artAIGCControlNet
0 likes · 13 min read
Mastering AIGC: From Prompt Design to Custom Stable Diffusion Models
ELab Team
ELab Team
Feb 20, 2023 · Artificial Intelligence

How MegaPortal Brings Stable Diffusion to iOS: A Hands‑On Guide

MegaPortal is an easy‑to‑use AI model loader for Apple devices that lets users configure visual‑block Snippets for tasks such as face‑filtering, Genshin Impact gacha recommendation, and Stable Diffusion image generation, with step‑by‑step tutorials, system requirements, cache clearing, model downloads, and a call for iOS‑dev help.

@snippetAI Model LoaderMegaPortal
0 likes · 20 min read
How MegaPortal Brings Stable Diffusion to iOS: A Hands‑On Guide
phodal
phodal
Feb 20, 2023 · Artificial Intelligence

Prompt Engineering Secrets: Text‑to‑Image, Article & Code Generation with AI

This guide explores how to craft effective prompts for Stable Diffusion image creation, ChatGPT article writing, and GitHub Copilot code generation, covering prompt evolution, negative prompts, ControlNet enhancements, model selection, and practical tips for iterative refinement and context building.

AI generationChatGPTControlNet
0 likes · 15 min read
Prompt Engineering Secrets: Text‑to‑Image, Article & Code Generation with AI