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DataFunSummit
DataFunSummit
Oct 10, 2024 · Artificial Intelligence

AIGC‑Assisted Marketing Material Generation at Shujia Technology

This article describes Shujia Technology's use of artificial intelligence to generate marketing images and videos, outlining the background, challenges of high-volume content production, detailed solutions for image and video assets—including layout models, diffusion models, and digital human synthesis—and future research directions.

AIGCLarge ModelsMarketing
0 likes · 12 min read
AIGC‑Assisted Marketing Material Generation at Shujia Technology
DaTaobao Tech
DaTaobao Tech
Sep 25, 2024 · Artificial Intelligence

Consistent Style Generation in AIGC: Style Aligned and Story Diffusion

The article reviews two AIGC techniques—Style Aligned, which shares self‑attention across a batch to keep style consistent, and Story Diffusion, which uses a training‑free Consistent Self‑Attention module followed by a transformer to generate coherent image sequences—showing promising results in home‑decoration scenarios while noting remaining challenges in fine‑grained spatial and detail alignment.

AIAIGCConsistent Self-Attention
0 likes · 5 min read
Consistent Style Generation in AIGC: Style Aligned and Story Diffusion
58UXD
58UXD
Sep 24, 2024 · Artificial Intelligence

Unlock AI-Powered Icon Design: Techniques, Parameters, and Real-World Examples

This guide explores how AI can streamline icon creation by explaining key parameters like image weight, style reference, and content reference, showcasing step‑by‑step workflows and real examples that demonstrate customized, high‑quality icon production for web and app design.

AI icon designMidjourney parameterscontent reference
0 likes · 7 min read
Unlock AI-Powered Icon Design: Techniques, Parameters, and Real-World Examples
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Sep 19, 2024 · Artificial Intelligence

Target-Driven Distillation (TDD): A Multi‑Goal Distillation Method for Accelerating Diffusion Models

Target‑Driven Distillation (TDD) is a multi‑goal distillation method that flexibly selects short‑range target steps and decouples guidance during training, enabling 4‑to‑8‑step diffusion generation that preserves high‑resolution detail, works with LoRA, ControlNet, InstantID, and outperforms existing consistency distillation techniques in speed and quality.

AI accelerationdiffusion modelsdistillation
0 likes · 9 min read
Target-Driven Distillation (TDD): A Multi‑Goal Distillation Method for Accelerating Diffusion Models
Qunar Tech Salon
Qunar Tech Salon
Aug 8, 2024 · Backend Development

Using Satori and Resvg (or Sharp) for Efficient Backend Image Generation: Architecture, Implementation, and Optimizations

This article examines various image‑generation approaches, compares web‑frontend, client‑side, and backend methods, introduces a new Node‑backend solution based on Satori to convert HTML to SVG and then to PNG with Resvg (later Sharp), and details performance and memory optimizations that dramatically improve speed, resource usage, and stability for large‑scale image‑service deployments.

Node.jsResvgSatori
0 likes · 14 min read
Using Satori and Resvg (or Sharp) for Efficient Backend Image Generation: Architecture, Implementation, and Optimizations
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
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jun 7, 2024 · Backend Development

Building a Fish Knowledge Quiz Bot and a Nostalgic Chess Game with Coze: Workflow, Database, and Node.js Image Generation

This article explains how to create two interactive Coze bots—a fish‑knowledge quiz and a nostalgic 147‑258‑369 chess game—by designing workflows, integrating large language models, using databases, and implementing Node.js code for canvas drawing and GIF generation, complete with deployment tips.

AIBot DevelopmentCoze
0 likes · 10 min read
Building a Fish Knowledge Quiz Bot and a Nostalgic Chess Game with Coze: Workflow, Database, and Node.js Image Generation
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
NewBeeNLP
NewBeeNLP
May 21, 2024 · Industry Insights

How EcomXL Supercharges E‑commerce Image Generation with SDXL Optimizations and 3‑Second Inference

This article details how Alibaba's Wanxiang Lab adapted the SDXL diffusion model for large‑scale e‑commerce image generation, introducing the EcomXL series, a weighted‑distillation fine‑tuning method, hierarchical model fusion, specialized ControlNet variants, and the SLAM inference accelerator to achieve high‑quality, controllable product images within three seconds while boosting business metrics.

AIGCControlNetEcomXL
0 likes · 14 min read
How EcomXL Supercharges E‑commerce Image Generation with SDXL Optimizations and 3‑Second Inference
JD Tech
JD Tech
Apr 29, 2024 · Artificial Intelligence

Relation-Aware Diffusion Models for Automated Poster Layout and Product Background Generation

This article presents JD Advertising's 2023 AI-driven framework that uses a relation‑aware diffusion model with visual‑text and geometric modules, combined with category‑common and personalized generators and a planning‑and‑rendering network, to automate high‑quality, scalable e‑commerce poster creation and background synthesis.

diffusion modelse-commerce advertisingimage generation
0 likes · 18 min read
Relation-Aware Diffusion Models for Automated Poster Layout and Product Background Generation
DaTaobao Tech
DaTaobao Tech
Apr 19, 2024 · Artificial Intelligence

AI‑Driven Aesthetic Evaluation for E‑commerce Image Generation

The article outlines a systematic method for defining, training, and deploying AI‑driven aesthetic standards to evaluate and improve e‑commerce image generation on Taobao, detailing a four‑step workflow, multimodal model architecture, scoring criteria, validation processes, and future plans for style libraries and an AI‑PaaS offering.

AIAesthetic Evaluationimage generation
0 likes · 10 min read
AI‑Driven Aesthetic Evaluation for E‑commerce Image Generation
JD Retail Technology
JD Retail Technology
Apr 10, 2024 · Artificial Intelligence

AI-Generated E-commerce Advertising Images: Relationship-Aware Diffusion Models for Layout, Background, and Poster Generation

This article analyzes the challenges of manual e‑commerce ad image creation and presents JD's innovative AI solutions—including a relationship‑aware diffusion model for poster layout, a category‑common and personalized background generator, and an end‑to‑end planning‑and‑rendering framework—that achieve high‑quality automatic ad creative generation and boost advertising revenue.

AIdiffusion modelimage generation
0 likes · 21 min read
AI-Generated E-commerce Advertising Images: Relationship-Aware Diffusion Models for Layout, Background, and Poster Generation
Open Source Tech Hub
Open Source Tech Hub
Mar 21, 2024 · Backend Development

How to Install and Use the Midjourney Proxy Plugin with Webman

This guide explains how to set up the full‑function Midjourney proxy plugin on the Webman framework, covering installation, configuration, Nginx/WSS proxy examples, and detailed API endpoints for image generation, blending, describing, and task management.

MidjourneyPHPWebman
0 likes · 11 min read
How to Install and Use the Midjourney Proxy Plugin with Webman
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
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Feb 27, 2024 · Artificial Intelligence

InstantID: Zero-shot Identity-Preserving Generation in Seconds

InstantID, an open‑source tool released by Xiaohongshu in early 2024, generates multiple stylized portraits that preserve a person’s facial identity from a single reference photo in seconds, eliminating fine‑tuning, large storage needs, and multi‑image requirements while seamlessly working with popular diffusion models like Stable Diffusion 1.5 and SDXL.

AIInstantIDdiffusion model
0 likes · 6 min read
InstantID: Zero-shot Identity-Preserving Generation in Seconds
DataFunSummit
DataFunSummit
Feb 22, 2024 · Game Development

How Ubisoft Embraces Generative AI for 2D Image Generation in AAA Game Development

This article details Ubisoft China's strategy for integrating generative AI into AAA game production, covering the evolution of diffusion models, their impact on 2D concept art workflows, data collection and preparation, model fine‑tuning with proprietary tools, experimental results, and insights from a Q&A session with Development Director Alexis Rolland.

AI PipelineGame DevelopmentUbisoft
0 likes · 17 min read
How Ubisoft Embraces Generative AI for 2D Image Generation in AAA Game Development
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
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
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Dec 5, 2023 · Frontend Development

Building a Customizable Image Generation Tool with Node‑Canvas and Full‑Stack Deployment

This article walks through the conception, implementation, and deployment of a highly configurable image‑generation CLI tool built with node‑canvas, covering the npm package design, command‑line usage, custom font handling, a React‑based visual website, backend services, CI/CD with GitHub Actions, and server setup.

DeploymentGitHub Actionsimage generation
0 likes · 35 min read
Building a Customizable Image Generation Tool with Node‑Canvas and Full‑Stack Deployment
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
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Oct 24, 2023 · Artificial Intelligence

Accelerating Diffusion Model Sampling with OLSS: A Linear Subspace Approach

This article presents the OLSS (Optimal Linear Subspace Search) algorithm, a novel diffusion‑model sampling accelerator that models acceleration as a linear subspace expansion, unifies existing methods, introduces trainable scheduler coefficients solved via least‑squares, and demonstrates significant speed and quality gains on Stable Diffusion benchmarks.

AIdiffusion modelsimage generation
0 likes · 8 min read
Accelerating Diffusion Model Sampling with OLSS: A Linear Subspace Approach
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
58UXD
58UXD
Aug 22, 2023 · Artificial Intelligence

How to Use AI to Create Stunning Qixi Festival Designs in Minutes

This guide shows how to quickly generate Qixi-themed visual assets with the AI tool “Instant Inspiration”, covering model selection, prompt crafting, style variations, and post‑processing steps to streamline the entire design workflow.

AI-generated designQixi festivalSDXL
0 likes · 10 min read
How to Use AI to Create Stunning Qixi Festival Designs in Minutes
Java Tech Enthusiast
Java Tech Enthusiast
Aug 20, 2023 · Fundamentals

Tweetable Mathematical Art: Generating Images with Compact C++ Functions

The Tweetable Mathematical Art contest challenges participants to craft three ultra‑compact C++ functions—each under 140 characters—to compute red, green, and blue values for every pixel of a 1024×1024 image, yielding striking patterns ranging from trigonometric color wheels to Mandelbrot fractals and diffusion‑limited aggregations.

C++algorithmic artcode golf
0 likes · 15 min read
Tweetable Mathematical Art: Generating Images with Compact C++ Functions
DataFunTalk
DataFunTalk
Jul 27, 2023 · Artificial Intelligence

Applying AIGC in E‑commerce: Product Copy and Image Generation with Large Language Models

This article shares recent AIGC practices in e‑commerce, detailing product copy generation using GPT‑based models, image creation with Stable Diffusion, the evolution of large language models, technical solutions, experimental results, and future opportunities for AI‑driven automation in online retail.

AIGCe-commerceimage generation
0 likes · 18 min read
Applying AIGC in E‑commerce: Product Copy and Image Generation with Large Language Models
58UXD
58UXD
Jul 19, 2023 · Artificial Intelligence

Master AI Image Generation with Style Models in Minutes

This guide shows how to bypass complex keyword prompts by selecting and combining AI style models in the free‑to‑use "Instant AI Inspiration" tool, covering model selection, workflow steps, practical examples, and tips for resolution, downloading, and unlimited usage.

AI toolscreative workflowimage generation
0 likes · 7 min read
Master AI Image Generation with Style Models in Minutes
Sohu Tech Products
Sohu Tech Products
May 12, 2023 · Backend Development

Unified Poster Image Generation Service for FoxFriend: Architecture, Implementation, and Optimization

This article details the design and deployment of a unified poster image generation service for the FoxFriend social product, explaining the background, challenges of platform‑specific implementations, the Node.js + Puppeteer solution, architectural flow, engineering stack, performance optimizations, operational results, and future enhancements.

Puppeteerimage generationnodejs
0 likes · 16 min read
Unified Poster Image Generation Service for FoxFriend: Architecture, Implementation, and Optimization
Java Architect Essentials
Java Architect Essentials
May 5, 2023 · Artificial Intelligence

How Forefront Chat Lets You Use GPT‑4 for Free: Features, Tests, and Limits

Forefront Chat, launched on April 21, provides free access to GPT‑4 and GPT‑3.5 without a subscription, offering model switching, role‑play characters, image generation, and chat sharing, while the author’s hands‑on tests reveal its capabilities, performance differences, and current service constraints.

AI chatbotForefront ChatFree AI
0 likes · 8 min read
How Forefront Chat Lets You Use GPT‑4 for Free: Features, Tests, and Limits
网易UEDC
网易UEDC
Apr 23, 2023 · Artificial Intelligence

Create a WeChat Sticker Pack in 10 Minutes with Midjourney

This guide shows how to use Midjourney’s Niji 5 mode and keyword prompts to quickly generate a set of 8, 16, or 24 consistent cartoon‑style stickers, cut them out, add captions, and submit them to the WeChat Sticker Open Platform for approval.

AI artMidjourneyWeChat stickers
0 likes · 5 min read
Create a WeChat Sticker Pack in 10 Minutes with Midjourney
Alimama Tech
Alimama Tech
Jul 27, 2022 · Artificial Intelligence

Content-aware Automatic Graphic Layout Generation

The paper introduces a perception‑driven automatic graphic layout system that aligns advertising creatives with product images via a domain‑alignment module and generates content‑aware layouts using a multi‑scale CNN‑Transformer generator, achieving superior aesthetic quality and lower element overlap compared with existing template‑based and deep‑learning methods.

GaNcontent-awaregraphic layout
0 likes · 10 min read
Content-aware Automatic Graphic Layout Generation
Python Programming Learning Circle
Python Programming Learning Circle
May 29, 2022 · Artificial Intelligence

Generating Anime‑Style Avatars with Alibaba Cloud Vision AI Using Python

This tutorial explains how to create unique, anime‑style avatars from personal photos by leveraging Alibaba Cloud's Vision AI service, covering account setup, AccessKey creation, required SDK installations, Python code for configuring the client, sending requests, and retrieving the generated image URLs.

AI AvatarAlibaba CloudAnime Style
0 likes · 5 min read
Generating Anime‑Style Avatars with Alibaba Cloud Vision AI Using Python
Laravel Tech Community
Laravel Tech Community
Mar 2, 2022 · Backend Development

Generating a PNG CAPTCHA Image with PHP

This tutorial explains how to create a simple PNG CAPTCHA using PHP by generating a random four‑character code, drawing it with random rotation and position, adding noise lines and dots, and outputting the image for use in form validation.

Captchaimage generationsecurity
0 likes · 3 min read
Generating a PNG CAPTCHA Image with PHP
IT Services Circle
IT Services Circle
Feb 22, 2022 · Artificial Intelligence

Magical Anime Portraits and SofGAN: AI-Powered Anime Avatar Generation

This article introduces two AI-driven anime portrait tools—Magical Anime Portraits and the open‑source SofGAN project—explaining their workflow, underlying GAN technology, related research, and how they enable users to create unique, customizable anime avatars without manual drawing.

AIAnime AvatarGaN
0 likes · 6 min read
Magical Anime Portraits and SofGAN: AI-Powered Anime Avatar Generation
MaGe Linux Operations
MaGe Linux Operations
Feb 3, 2022 · Fundamentals

Create Stunning Images with Just 10 Lines of NumPy Code

Learn how to generate grayscale, random color, gradient, and custom visualizations using only NumPy (and optional Matplotlib ColorMaps) with concise Python code, covering array creation, image conversion, pixel manipulation, and advanced colormap techniques for powerful data art.

ColorMapData visualizationNumPy
0 likes · 12 min read
Create Stunning Images with Just 10 Lines of NumPy Code
Code DAO
Code DAO
Dec 20, 2021 · Artificial Intelligence

Exploring Latent Space with a Variational Autoencoder in TensorFlow

This article explains the theory behind variational autoencoders, details their KL‑divergence loss, provides a complete TensorFlow implementation, and demonstrates reconstruction, latent‑space visualization, and novel image generation through sampling and interpolation.

KL divergenceLatent SpacePython
0 likes · 13 min read
Exploring Latent Space with a Variational Autoencoder in TensorFlow
Code DAO
Code DAO
Dec 11, 2021 · Artificial Intelligence

Using DCGAN to Generate Synthetic Marine Plastic Images

This article explains how to apply a Deep Convolutional GAN in PyTorch to create realistic synthetic images of marine plastic, addressing dataset scarcity, detailing the network architecture, training procedure, and showing loss curves and generated samples.

DCGANGaNMarine Plastic
0 likes · 13 min read
Using DCGAN to Generate Synthetic Marine Plastic Images
Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 6, 2021 · Artificial Intelligence

Can AI Design Full Clothing Lines? Inside Alibaba’s M6-UFC Generator

Alibaba’s DAMO Academy and Tsinghua University introduced M6‑UFC, a non‑autoregressive multimodal transformer that unifies arbitrary text and image controls to generate high‑quality, editable fashion designs, dramatically reducing carbon emissions and outperforming GAN‑based models in fidelity and relevance while accelerating production speed.

AIM6-UFCMultimodal
0 likes · 11 min read
Can AI Design Full Clothing Lines? Inside Alibaba’s M6-UFC Generator
Test Development Learning Exchange
Test Development Learning Exchange
May 30, 2021 · Backend Development

Generating Barcodes in Python with Pillow and pyBarcode

This guide explains how to install the Pillow and pyBarcode Python packages and demonstrates two methods for generating various barcode formats—such as EAN13, Code39, and UPC—using the pyBarcode library, including code examples, configuration options, and saving the output as image files.

Pythonbarcodecoding tutorial
0 likes · 4 min read
Generating Barcodes in Python with Pillow and pyBarcode
Alibaba Cloud Developer
Alibaba Cloud Developer
Aug 24, 2018 · Artificial Intelligence

AI Secrets Behind City Brain: Video Anomaly Detection, Person Re‑ID & Image Generation

This article introduces the concept of a city brain powered by internet data, then showcases three ACM MM 2017 papers—spatio‑temporal auto‑encoders for video anomaly detection, deep siamese networks for person re‑identification, and stylized adversarial auto‑encoders for image generation—offering free access to the mini‑e‑book.

Video Anomaly Detectioncity brainimage generation
0 likes · 5 min read
AI Secrets Behind City Brain: Video Anomaly Detection, Person Re‑ID & Image Generation