Editto is an instruction-based AI video editing tool built on the Ditto open architecture. It enables users to edit videos using natural-language text prompts instead of traditional timeline controls or manual keyframing.

With Editto, users can type commands like:

• Make this scene look cinematic with warm lighting.

• Replace the dog with a white cat.

• Add cyberpunk neon fog to the background.

Powered by the Ditto-1M synthetic dataset, containing nearly one million aligned training samples (source video + instruction + edited output), Editto makes advanced AI video editing accessible to everyone, including non-professionals.

Core Features of Editto

Editto offers two major editing modes: Global Editing and Local Editing, covering high-level style adjustments to precise object-level control.

Global Editing Features (Full-Video AI Editing)

• Style Transfer: Apply artistic styles like anime, watercolor, cyberpunk and so on.

• Atmosphere Adjustment: Add sunset lighting, fog, neon reflections, rain effects, or dust particles to change the mood.

• Video Enhancement & Denoising: Improve video clarity, stabilize motion, and remove graininess while preserving detail.

Local Editing Features (Object-Level AI Editing)

• Selective Enhancement: Improve brightness, sharpness, color, or texture in specific areas.

• Object Replacement: Swap items or characters (e.g., replace a car with a motorcycle).

• Attribute Editing: Change color, texture, material or shape (e.g., turn a green jacket into leather).

• Element Addition & Object Removal: Add props (lamps, trees, signs) or remove unwanted objects (people, logos, trash cans).

Synthetic-to-Real Stylization (Sim2Real Technology)

One of Editto’s most powerful capabilities is its Sim2Real stylization pipeline, which turns synthetic or stylized AI-generated elements into photorealistic visuals.

It maintains:

• Accurate physics-based shadows and lighting

• Consistent material appearance

• Motion continuity across frames

• Natural depth, texture, and film-grade detail

The result is a stylized yet believable, production-ready video, comparable to high-end VFX workflows, but controlled entirely by a text prompt instead of manual compositing.

Technical Highlights of Editto

Open Architecture (Ditto Framework)

Ensures frame-to-frame temporal consistency and stable editing behavior.

Synthetic Dataset (Ditto-1M)

Uses procedural image editing + temporal generation systems to create scalable training data.

Automated Instruction Generation & Filtering

Large multimodal models refine prompts for accuracy and reliability.

Model Distillation + Temporal Enhancer

Reduces computational cost while preserving realism.

Curriculum Learning Strategy

Trains the model progressively, starting from visual grounding to fully text-driven editing.

How to Use Editto (Step-by-Step Guide)

1. Upload Your Video

Select or drag your source video into the editor.

2. Enter a Text Prompt (Instruction)

Examples:

• Convert to cyberpunk style.

• Remove the trash can.

• Replace the background with a beach sunset.

3. Configure Output Settings

Choose video size (480p or 720p) and aspect ratio (16:9, 9:16, 1:1, Auto).

4. Preview and Export

Generate results. Download or share to TikTok, YouTube, Instagram, or social platforms.

Popular Use Cases of Editto

Character Replacement

Swap actors or dancers with superheroes, historical figures, anime characters, or avatars while preserving motion and expressions.

Example Prompt:

Transform her into a regal woman wearing ornate traditional attire with gold embroidery, flowing red and white fabrics, and elaborate jewelry, in a highly detailed photorealistic style.

Video Style Conversion

Turn real footage into Disney-style animation, Studio Ghibli visuals, watercolor paintings, cyberpunk scenes, or convert animation into realistic film textures.

Example Prompt:

Make it a Japanese anime style

Background Replacement

Transform environments: convert a living room into a forest, rooftop skyline, snowy mountain, or futuristic neon-city scene.

Example Prompt:

Add a soft, aurora-like glow in the sky above the trees.

Object Change

Change outfits, textures, accessories, or materials while preserving natural motion and physics.

Example Prompt:

Turn the bird’s brown feathers into shiny blue and green ones, and make its belly white.

Who Can Benefit from Editto

Content creators & vloggers: Edit videos with text, no editing skills required.

Marketing & ad teams: Prototype ideas quickly with lighting & environment changes.

Film & post-production: Replace objects or improve shots without reshooting.

Education & training creators: Generate historical or illustrative videos easily.

Game & virtual production: Create stylized video assets for pre-visualization.

Why Editto Matters

Makes AI-powered video editing accessible for everyone

Reduces time and production costs dramatically

Accelerates creative workflows once limited to experts

Supports Sim2Real generalization for real-world video editing

Unlocks creative freedom and rapid experimentation

Curious how Editto can transform your footage?

Explore real AI editing examples 🎞, AI editing prompts, and tutorials. Start creating your first AI-powered video 🔗 with just one sentence.

Your imagination is now your editing tool.

Reference:

Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset