Expert Prompt Engineer - Solve Gemini flash 2.5 Ghost Mannequin Generation Issues
Budget: €250 – €750 EUR
## Project Overview
I'm seeking an experienced professional to help solve technical challenges in creating high-quality ghost mannequin images for e-commerce. The goal is to achieve the "hollow man effect" - clothing that appears naturally worn by an invisible person, which is the industry standard for online fashion retail.
## Current Technical Challenge
After extensive testing with traditional masking and inpainting methods, I've been exploring AI-powered solutions using Gemini 2.5 Flash Image generation. My current pipeline includes:
**Input Sources:**
- Detail garment images
- On-model reference photos
- JSON-structured semantic analysis embedded in prompts
**Models in Pipeline:**
- RMBG (background removal on FAL)
- Gemini Pro 2.5 (garment analysis)
- Gemini Flash Image 2.5 (ghost mannequin rendering)
**Platforms Tested:**
- FAL, Gemini API, Vertex AI, Freepik
## Key Issues Encountered
1. **Content Policy Restrictions** - Overly strict censorship blocking legitimate fashion photography across Google Playground, Gemini API, and Vertex AI
2. **Fidelity & Hallucination Problems** - Missing garment details despite specific analysis instructions, inconsistent reproduction of colors, patterns, and construction elements
## Success Criteria
- **95%+ render success rate** without manual editing required
- Professional e-commerce quality ready for immediate marketplace deployment
- Consistent reproduction of all garment details, colors, and patterns
## Project Scope
- **Product Types:** T-shirts, sweaters, pants, dresses, jackets, shirts
- **Brand Agnostic:** Works across all fashion categories and brands
- **SFW Content Only:** No swimwear, lingerie, or intimate apparel
- **Commercial Quality:** Marketplace-ready ghost mannequin images
## What I'm Looking For
An expert who can either:
1. **Optimize my current AI pipeline** to overcome censorship and fidelity issues
2. **Provide alternative technical solutions** for automated ghost mannequin generation
## Ideal Candidate Has Experience With:
- E-commerce fashion photography
- Ghost mannequin/invisible mannequin techniques
- AI image generation and prompt engineering
- Automated product photography workflows
- Fashion retail image standards
**Budget:** Open to discussion based on proposed solution
**Timeline:** Flexible, seeking long-term partnership for ongoing projects
Can you help achieve consistent, high-quality ghost mannequin results at scale?
I'm seeking an experienced professional to help solve technical challenges in creating high-quality ghost mannequin images for e-commerce. The goal is to achieve the "hollow man effect" - clothing that appears naturally worn by an invisible person, which is the industry standard for online fashion retail.
## Current Technical Challenge
After extensive testing with traditional masking and inpainting methods, I've been exploring AI-powered solutions using Gemini 2.5 Flash Image generation. My current pipeline includes:
**Input Sources:**
- Detail garment images
- On-model reference photos
- JSON-structured semantic analysis embedded in prompts
**Models in Pipeline:**
- RMBG (background removal on FAL)
- Gemini Pro 2.5 (garment analysis)
- Gemini Flash Image 2.5 (ghost mannequin rendering)
**Platforms Tested:**
- FAL, Gemini API, Vertex AI, Freepik
## Key Issues Encountered
1. **Content Policy Restrictions** - Overly strict censorship blocking legitimate fashion photography across Google Playground, Gemini API, and Vertex AI
2. **Fidelity & Hallucination Problems** - Missing garment details despite specific analysis instructions, inconsistent reproduction of colors, patterns, and construction elements
## Success Criteria
- **95%+ render success rate** without manual editing required
- Professional e-commerce quality ready for immediate marketplace deployment
- Consistent reproduction of all garment details, colors, and patterns
## Project Scope
- **Product Types:** T-shirts, sweaters, pants, dresses, jackets, shirts
- **Brand Agnostic:** Works across all fashion categories and brands
- **SFW Content Only:** No swimwear, lingerie, or intimate apparel
- **Commercial Quality:** Marketplace-ready ghost mannequin images
## What I'm Looking For
An expert who can either:
1. **Optimize my current AI pipeline** to overcome censorship and fidelity issues
2. **Provide alternative technical solutions** for automated ghost mannequin generation
## Ideal Candidate Has Experience With:
- E-commerce fashion photography
- Ghost mannequin/invisible mannequin techniques
- AI image generation and prompt engineering
- Automated product photography workflows
- Fashion retail image standards
**Budget:** Open to discussion based on proposed solution
**Timeline:** Flexible, seeking long-term partnership for ongoing projects
Can you help achieve consistent, high-quality ghost mannequin results at scale?