kunthawat/ALwrity
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
fix/add-matplotlib-backend-dependency
ALwrity/docs/image studio/IMAGE_STUDIO_3D_STUDIO_PROPOSAL.md

8.1 KiB
Raw Permalink Blame History

3D Studio: Complete Image-to-3D Workflow

Purpose: Comprehensive 3D generation module for Image Studio
Status: Proposed - Ready for Implementation
Total Models: 9 WaveSpeed AI 3D models

🎯 Executive Summary

Add a complete 3D Studio module to Image Studio, enabling users to transform 2D images into 3D models for e-commerce, game development, AR/VR, 3D printing, and marketing visualization.

Key Capabilities

  • Image-to-3D: Convert photos to 3D models (9 models)
  • Text-to-3D: Generate 3D from text descriptions (1 model)
  • Sketch-to-3D: Transform sketches into 3D assets (1 model)
  • Multi-View: Use multiple angles for better reconstruction (2 models)
  • Format Support: GLB, FBX, OBJ, STL, USDZ export
  • Quality Control: Face count, polygon type, PBR materials

📊 3D Models Overview

Budget Tier ($0.02)

1. SAM 3D Body - wavespeed-ai/sam-3d-body

  • Cost: $0.02
  • Input: Single image + optional mask
  • Output: 3D human body model
  • Best For: Character modeling, avatar creation, human body reconstruction
  • Features: Optional mask-guided isolation, fast generation

2. SAM 3D Objects - wavespeed-ai/sam-3d-objects

  • Cost: $0.02
  • Input: Single image + optional mask + optional prompt
  • Output: 3D object model
  • Best For: Product visualization, props, simple objects
  • Features: Mask-guided segmentation, prompt guidance

3. Hunyuan3D V2 Multi-View - wavespeed-ai/hunyuan3d/v2-multi-view

  • Cost: $0.02
  • Input: Front + back + left images
  • Output: High-fidelity 3D model with 4K textures
  • Best For: Accurate 3D reconstruction, digital twins
  • Features: Fast generation (30 seconds), high-precision geometry

Premium Tier ($0.25-$0.375)

4. Tripo3D V2.5 Image-to-3D - tripo3d/v2.5/image-to-3d

  • Cost: $0.30
  • Input: Single image
  • Output: High-quality 3D asset
  • Best For: Game assets, e-commerce, AR/VR, 3D printing
  • Features: Game-ready, detailed meshes, textured output

5. Hunyuan3D V2.1 - wavespeed-ai/hunyuan3d/v2.1

  • Cost: $0.30
  • Input: Single image
  • Output: Scalable 3D asset with PBR textures
  • Best For: Production workflows, game art, animation
  • Features: PBR texture synthesis, open-source framework

6. Hunyuan3D V3 Image-to-3D - wavespeed-ai/hunyuan3d-v3/image-to-3d

  • Cost: $0.25
  • Input: Single image + optional multi-view (back/left/right)
  • Output: Ultra-high-resolution 3D model
  • Best For: Film-quality geometry, high-end visualization
  • Features: PBR materials, multiple modes (Normal/LowPoly/Geometry), face count control

7. Hyper3D Rodin v2 Image-to-3D - hyper3d/rodin-v2/image-to-3d

  • Cost: $0.30
  • Input: Single or multiple images + optional prompt
  • Output: Production-ready 3D with UVs/textures
  • Best For: Game art, film/TV, XR, product visualization
  • Features: Multiple formats (GLB, FBX, OBJ, STL, USDZ), topology control, PBR materials

8. Tripo3D V2.5 Multiview - tripo3d/v2.5/multiview-to-3d

  • Cost: $0.30
  • Input: Multiple views (front/back/left/right)
  • Output: Higher-fidelity 3D with detailed meshes
  • Best For: Digital twins, 3D catalogs, accurate reconstruction
  • Features: Multi-view reconstruction, enhanced textures

Text-to-3D ($0.30)

9. Hyper3D Rodin v2 Text-to-3D - hyper3d/rodin-v2/text-to-3d

  • Cost: $0.30
  • Input: Text prompt
  • Output: Production-ready 3D asset with UVs/textures
  • Best For: Concept to 3D, rapid prototyping, game props
  • Features: Quad/triangle meshes, PBR/shaded textures, multiple formats

Sketch-to-3D ($0.375)

10. Hunyuan3D V3 Sketch-to-3D - wavespeed-ai/hunyuan3d-v3/sketch-to-3d

  • Cost: $0.375
  • Input: Sketch image + optional prompt
  • Output: 3D model with optional PBR materials
  • Best For: Concept art to 3D, rapid prototyping, game development
  • Features: Face count control (40K-1.5M), PBR option, mesh complexity control

🎨 Feature Set

Core Features

  • ✅ Model Selection: Choose from 9 models based on use case and budget
  • ✅ Format Export: GLB, FBX, OBJ, STL, USDZ
  • ✅ Quality Control: Face count, polygon type (tri/quad), PBR materials
  • ✅ Multi-View Support: Upload multiple angles for better reconstruction
  • ✅ 3D Preview: Web-based 3D viewer with rotation/zoom
  • ✅ Batch Processing: Convert multiple images to 3D
  • ✅ Cost Comparison: Show all options with pricing

Advanced Features

  • ✅ Mask Support: Optional masks for SAM models
  • ✅ Prompt Guidance: Text prompts for SAM Objects and Sketch-to-3D
  • ✅ PBR Materials: Physically-based rendering textures
  • ✅ Low-Poly Mode: Generate optimized meshes for real-time use
  • ✅ Geometry-Only: Generate mesh without textures for custom texturing
  • ✅ Preview Render: Turntable preview images

💼 Use Cases

E-commerce

  • Product 3D models for interactive shopping
  • 360° product views
  • AR try-on experiences

Game Development

  • 3D assets from concept art
  • Character models from reference images
  • Prop generation from sketches

3D Printing

  • Convert designs to printable models
  • STL format export
  • Mesh optimization for printing

AR/VR

  • Generate 3D objects for immersive experiences
  • USDZ format for Apple AR
  • GLB format for web AR

Marketing

  • 3D product visualizations
  • Interactive marketing materials
  • Virtual showrooms

Character Design

  • 3D characters from reference images
  • Avatar creation from photos
  • Character consistency across views

🔧 Technical Implementation

Backend

  • Service: ThreeDStudioService in backend/services/image_studio/
  • Integration: WaveSpeed 3D client
  • Storage: 3D model file storage (GLB, FBX, OBJ, etc.)
  • API: POST /api/image-studio/3d/generate

Frontend

  • Component: ThreeDStudio.tsx
  • 3D Viewer: Three.js or React Three Fiber
  • Model Selector: Dropdown with cost/quality comparison
  • Multi-View Upload: Drag-and-drop for multiple images
  • Preview: Web-based 3D viewer with controls

API Endpoints

  • POST /api/image-studio/3d/generate - Generate 3D model
  • GET /api/image-studio/3d/models/{model_id} - Get 3D model
  • GET /api/image-studio/3d/models/{model_id}/download - Download 3D file
  • POST /api/image-studio/3d/estimate-cost - Estimate 3D generation cost

💰 Pricing Strategy

Budget Options ($0.02)

  • SAM 3D Body/Objects: Quick 3D generation
  • Hunyuan3D V2 Multi-View: Accurate multi-view reconstruction

Premium Options ($0.25-$0.30)

  • Tripo3D, Hunyuan3D V2.1/V3: High-quality 3D assets
  • Hyper3D Rodin: Production-ready with UVs/textures

Specialized ($0.375)

  • Hunyuan3D V3 Sketch-to-3D: Concept art to 3D

📈 Implementation Priority

Phase 1: Foundation (Week 1)

  • SAM 3D Body ($0.02) - Quick win, human body focus
  • SAM 3D Objects ($0.02) - Product visualization
  • Basic 3D viewer integration

Phase 2: Premium (Week 2)

  • Tripo3D V2.5 ($0.30) - High-quality option
  • Hunyuan3D V3 ($0.25) - Ultra-high-res option
  • Hyper3D Rodin Image-to-3D ($0.30) - Production-ready

Phase 3: Advanced (Week 3)

  • Text-to-3D (Hyper3D Rodin)
  • Sketch-to-3D (Hunyuan3D V3)
  • Multi-view support (Tripo3D Multiview, Hunyuan3D V2 Multi-View)

🎯 Success Metrics

  • User Adoption: 30% of users try 3D generation within 1 month
  • Cost Efficiency: 50% choose budget options ($0.02) for quick iterations
  • Quality: 70% use premium options ($0.25-$0.30) for final assets
  • Use Cases: 40% for e-commerce, 30% for games, 20% for 3D printing, 10% other

📚 Related Documentation

Document Version: 1.0
Last Updated: Current Session
Total Models: 9 WaveSpeed AI 3D models

Reference in New Issue View Git Blame Copy Permalink