logo
NanoBiBi

AI Structure Extraction — Generate Contours, Geometry Maps, and Visual Frameworks from Any Image

Extract the structural layout, edges, contours, and geometric forms of any image using advanced AI analysis. Produce clean structure maps ideal for sketching, layout design, pose extraction, scene understanding, AI image-to-image workflows, and creative guidance.

Bulk Image Processing AI · End-to-End

Generate, upscale, recolor, crop, rename, and export in one pipeline with prompt templates.

  • Automate resize, crop, rotate, and format conversion.
  • Rename SKUs and organize exports for marketplaces.
  • Stack background removal, recolor, and upscale in one run.
  • Start from prompt templates and reuse across projects.
Bulk Image Processing AIBulk Image Editor AIBulk AI Image GeneratorAI Prompt Generatorbulk ai tools
batch crop aibulk image resizerai batch text-to-imageautomated sku renamingcsv driven image automation

End-to-end bulk workspace

Preset, upload, review in one place

Chain uploads, QA, and exports without hopping tools so every batch ships consistently.

Set allowed formats, sizes, and naming once per batch.

Share preview links for approvals before exporting everything.

Re-run only the SKUs that need fixes after QA.

Export organized folders ready for your CMS or PIM.

Great for sprint-style batches and collaborative QA.

Use the quick upload on the right to test a small slice before committing the full drop.

Select workflow

AI Structure Extraction — Generate Contours, Geometry Maps, and Visual Frameworks from Any Image

Extract the structural layout, edges, contours, and geometric forms of any image using advanced AI analysis. Produce clean structure maps ideal for sketching, layout design, pose extraction, scene understanding, AI image-to-image workflows, and creative guidance.

Friendly upload tip

For smoother uploads with this workflow, aim for images that meet: Each side must be at least 64 pixels;Total pixels must be between 4,096 and 9,437,184;File size must not exceed 5 MB

Supports PNG, JPG, and WebP formatsUnlimited images per batch, max 5 MB per file

Community Highlights

Latest public “AI Structure Extraction — Generate Contours, Geometry Maps, and Visual Frameworks from Any Image” projects

No public projects yet — be the first to showcase your bulk workflow!

High-Precision Edge Detection
AI identifies and extracts clear contours, object boundaries, and essential image structure, removing visual noise and distractions.
Depth & Perspective Mapping
Analyze depth cues and perspective alignment to generate geometry-aware structure maps suitable for 3D-informed workflows.
Pose & Form Extraction
Detects human poses, body outlines, and structural shapes for animation, character design, and motion reference.
Blueprint-Style Outputs
Generate schematic, blueprint-like structural representations with simplified, clean visual guidance.
Ideal for AI-Assisted Creation
Use structure maps as control inputs for image-to-image generation, sketch-to-image pipelines, or composition guides.
Adjustable Detail Levels
Customize between minimal outline extraction and dense wireframe-style structural detail.
High-Resolution Map Generation
Produces crisp, scalable structure maps suitable for illustration, design, architecture, and visual planning.

How It Works

Follow these simple steps to complete your bulk workflow efficiently.

1Upload an Image
Select a photo, drawing, product image, or scene you want to analyze for structural content.
2Choose Detail Level
Switch between minimal outlines, contour-only extraction, or detailed geometry mapping.
3AI Structure Detection
The AI analyzes edges, depth cues, textures, shapes, and perspective to extract the underlying framework.
4Generate Structure Map
AI outputs a clean structure representation suitable for illustration, layout design, or image-to-image control.
5Download the Final Map
Export your structure map as PNG, JPG, or WEBP for design, creative use, or AI processing.

FAQs

Find answers to common questions about bulk processing.