Linkt-AI/rgp-pix2pix-final-edits

Real Estate Final Edits - InstructPix2Pix

This model is a fine-tuned version of timbrooks/instruct-pix2pix specifically trained for final edits of real estate photography.

Model Description

This model performs advanced final edits on HDR-merged real estate photos to create MLS-ready images with:

• Sky replacement and enhancement
• Window pull corrections (fixing overexposed windows)
• Shadow/highlight balancing
• Edge preservation for crisp details
• Professional-grade finishing touches

Key Features

• Sky Enhancement: Automatically detects and improves sky regions
• Window Correction: Fixes blown-out windows in interior shots
• Shadow Brightening: Balanced shadow adjustment without over-brightening
• Edge Preservation: Maintains sharp architectural details
• Blue Cast Correction: Removes unwanted blue color casts

Usage

from diffusers import StableDiffusionInstructPix2PixPipeline
import torch
from PIL import Image

# Load model
pipeline = StableDiffusionInstructPix2PixPipeline.from_pretrained(
    "Linkt-AI/rgp-pix2pix-final-edits",
    torch_dtype=torch.float16,
    safety_checker=None,
    requires_safety_checker=False
).to("cuda")

# Load your HDR-merged image
image = Image.open("your_hdr_merged_photo.jpg").convert("RGB")

# Apply final edits
prompt = "Apply final professional edits to real estate photos for MLS listings"
negative_prompt = "over-processed, artificial looking, oversaturated colors, harsh shadows, blown highlights"

result = pipeline(
    prompt=prompt,
    negative_prompt=negative_prompt,
    image=image,
    num_inference_steps=50,
    guidance_scale=1.5,
    image_guidance_scale=1.5
).images[0]

Training Details

• Base Model: timbrooks/instruct-pix2pix
• Training Data: Professional real estate photography with expert final edits
• Special Focus: Sky replacement, window pulls, shadow/highlight balance
• Loss Functions: Advanced multi-component loss including:
  • Shadow-aware loss for balanced brightening
  • Sky-aware loss for upper region enhancement
  • Window-specific loss for overexposed areas
  • Edge-preserving loss for architectural details
  • Blue channel loss for color cast correction

Intended Use

This model is designed for:

• Real estate photographers (post-HDR processing)
• MLS listing preparation
• Automated photo finishing pipelines
• Professional property marketing
• Final touches after HDR merge

Workflow Integration

This model is intended to be used as the final step in a real estate photo processing pipeline:

1. HDR Merge (e.g., using Photomatix)
2. Final Edits (this model)
3. Export for MLS

Limitations

• Designed specifically for HDR-merged real estate photos
• Works best with properly exposed HDR source images
• May not perform well on non-architectural subjects
• Optimized for interior and exterior real estate photography