WaveSpeedAI
Introducing WaveSpeedAI Longcat Image Edit on WaveSpeedAI

Introducing WaveSpeedAI Longcat Image Edit on WaveSpeedAI

Try WaveSpeedAI Longcat Image Edit for FREE

Introducing LongCat-Image Edit: Meituan’s Breakthrough Bilingual Image Editing Model

WaveSpeedAI is thrilled to announce the availability of LongCat-Image Edit, a groundbreaking 6B parameter image editing model from Meituan that redefines what’s possible with bilingual text rendering and photorealistic image modifications. This model represents a significant leap forward in AI-powered image editing, particularly for applications requiring seamless Chinese and English text integration.

What is LongCat-Image Edit?

LongCat-Image Edit is part of Meituan’s LongCat family of visual AI models, specifically engineered for instruction-based image editing. Unlike traditional image editing tools that require masks, layers, or complex workflows, LongCat-Image Edit understands natural language commands in both Chinese and English, allowing you to describe the changes you want and watch them materialize with remarkable precision.

The model employs a sophisticated hybrid MM-DiT and Single-DiT architecture, leveraging Qwen2.5VL-7B as its text encoder and FLUX.1-dev’s VAE implementation. This combination delivers exceptional results while maintaining a remarkably efficient 6B parameter footprint—substantially smaller than competing models that often exceed 20B parameters while delivering comparable or inferior results.

Key Features

Exceptional Text Rendering Accuracy

LongCat-Image Edit sets a new industry standard for Chinese character rendering in images. On the ChineseWord Benchmark, the model achieves:

  • 98.7% accuracy on L1 (common) characters
  • 90.8% accuracy on L2 (intermediate) characters
  • 70.3% accuracy on L3 (complex/rare) characters
  • 90.7% overall accuracy—dramatically outperforming Qwen-Image (56.6%) and Seedream 4.0 (58.5%)

This superior Chinese text rendering capability makes LongCat-Image Edit the go-to solution for marketing materials, product packaging, and any visual content requiring accurate Chinese typography.

Natural Language Editing

Simply describe your desired changes in plain English or Chinese. Want to change the text on a product label? Modify the style of a banner? Add new elements while preserving the original composition? LongCat-Image Edit interprets your instructions and executes precise modifications without requiring manual masking or layer manipulation.

Bilingual Excellence

The model natively supports both Chinese and English prompts with equal proficiency. Whether you’re working with Western audiences or creating content for Chinese markets, you can seamlessly switch between languages or even combine them in a single project.

Photorealistic Output

Through an innovative data strategy and multi-stage training framework, LongCat-Image Edit produces remarkably photorealistic results. Human evaluations confirm the model achieves superior visual consistency compared to open-source competitors including Qwen-Image-Edit and FLUX.1 Kontext.

Deployment Efficiency

With only 6B parameters, LongCat-Image Edit requires significantly fewer computational resources than competing models, making it ideal for production deployments where cost and latency matter.

Benchmark Performance

LongCat-Image Edit has demonstrated state-of-the-art performance among open-source models across multiple evaluation benchmarks:

  • ImgEdit-Bench: Overall score of 4.50 (highest among tested models)
  • CEdit-Bench: Semantic consistency score of 8.27, perceptual quality of 7.88
  • GEdit-Bench: Leading performance with overall score of 7.64
  • T2I-CoreBench: Ranks 2nd among all open-source models in comprehensive performance

These results validate LongCat-Image Edit as a production-ready solution for professional image editing workflows.

Real-World Use Cases

E-Commerce and Product Marketing

Create compelling product visuals with accurate multilingual text overlays. Update promotional banners across different markets without starting from scratch. Localize existing marketing materials by editing text directly within images while maintaining visual consistency.

Design and Typography

Refine typography and layout in existing designs. Experiment with different text treatments, fonts, and placements through natural language instructions. Perfect for designers who need to iterate quickly on text-heavy visuals.

Content Localization

Transform English marketing materials for Chinese audiences (or vice versa) with a single editing pass. The model’s bilingual capabilities ensure that translated text renders with native-quality accuracy.

Social Media and Digital Content

Quickly customize templates for different campaigns. Edit captions, hashtags, and promotional text embedded in images without specialized editing software.

Brand Asset Management

Update logos, taglines, and brand messaging across existing visual assets. Maintain brand consistency while adapting materials for different contexts and audiences.

Getting Started on WaveSpeedAI

Accessing LongCat-Image Edit on WaveSpeedAI is straightforward:

  1. Visit the model page: Navigate to wavespeed.ai/models/wavespeed-ai/longcat-image/edit
  2. Upload your image: Provide the image you want to edit
  3. Describe your changes: Write your editing instructions in English or Chinese
  4. Generate: Let the model work its magic

WaveSpeedAI’s infrastructure ensures you get the best possible experience:

  • No cold starts: Your requests begin processing immediately
  • Fast inference: Optimized deployment delivers results quickly
  • Affordable pricing: Pay only for what you use with transparent, competitive rates
  • Production-ready API: Integrate seamlessly into your existing workflows

Why Choose WaveSpeedAI?

WaveSpeedAI provides the fastest, most reliable way to access cutting-edge AI models like LongCat-Image Edit. Our platform eliminates the complexity of model deployment, letting you focus on creating while we handle the infrastructure. With consistent performance, predictable pricing, and a developer-friendly API, WaveSpeedAI is the natural choice for teams building AI-powered applications.

Start Editing Today

LongCat-Image Edit represents a genuine advancement in AI-powered image editing, combining exceptional bilingual text rendering with intuitive natural language control. Whether you’re a designer streamlining your workflow, a marketer localizing campaigns, or a developer building the next generation of creative tools, this model delivers the capabilities you need.

Experience the power of bilingual image editing with LongCat-Image Edit on WaveSpeedAI. Visit wavespeed.ai/models/wavespeed-ai/longcat-image/edit to get started—no setup required, no cold starts, just instant access to state-of-the-art image editing capabilities.

Related Articles