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What is SeedEdit?

SeedEdit represents a state-of-the-art AI image-editing model developed by the Seed team at ByteDance, enabling users to alter existing images using natural-language instructions while preserving untouched areas. By supplying an input image along with a detailed request for modifications—such as changing styles, eliminating or substituting objects, altering backgrounds, modifying lighting, or updating text—the model produces a final image that integrates these edits smoothly while maintaining the original’s structure, resolution, and identity. Employing a diffusion-based framework, SeedEdit is trained via a meta-information embedding pipeline and a combined loss strategy that blends diffusion and reward losses, striking a careful balance between reconstructing images and regenerating them. This meticulous approach results in exceptional editing precision, detail retention, and adherence to user requests. The most recent version, SeedEdit 3.0, can execute high-resolution edits up to 4K, delivers quick inference times (generally within 10-15 seconds), and supports multiple rounds of sequential editing, making it an essential resource for both creative professionals and hobbyists. Furthermore, its groundbreaking features empower users to realize their artistic ideas with an unprecedented level of ease and adaptability, thereby transforming the landscape of digital image editing.

What is DiffusionGemma?

DiffusionGemma is a groundbreaking open model that delves into the phenomenon of text diffusion, offering an exceptionally quick approach to text generation. Licensed under Apache 2.0, this model features a staggering 26 billion parameters and utilizes a Mixture of Experts (MoE) architecture, pushing the boundaries beyond the conventional sequential token generation found in autoregressive models. Rather than generating tokens one by one, it is capable of producing complete blocks of text simultaneously, yielding generation speeds that can be up to four times quicker on GPUs. With foundations rooted in the parameter efficiency of the Gemma 4 family and insights from Gemini Diffusion research, DiffusionGemma boasts a distinctive diffusion head that significantly accelerates the generation process. Its design targets researchers and developers focused on optimizing local workflows that demand speed, such as in-line editing, rapid iterations, and complex narrative structures. By shifting the decoding bottleneck from memory bandwidth to computational capacity, the model can generate over 1,000 tokens per second on a single NVIDIA H100 and more than 700 tokens per second when utilizing an NVIDIA GeForce RTX 5090. This advancement not only enhances efficiency in text generation but also opens up new possibilities for various applications in the realm of natural language processing, paving the way for innovative developments in the field. Ultimately, the capabilities of DiffusionGemma could lead to transformative changes in how we approach text generation tasks.

Media

Media

Integrations Supported

GPT-4o
Gemini
Gemini Enterprise Agent Platform
Gemma
NVIDIA NIM

Integrations Supported

GPT-4o
Gemini
Gemini Enterprise Agent Platform
Gemma
NVIDIA NIM

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

ByteDance

Date Founded

2012

Company Location

China

Company Website

seed.bytedance.com/en/seededit

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

blog.google/innovation-and-ai/technology/developers-tools/diffusion-gemma-faster-text-generation/

Categories and Features

Categories and Features

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