CubeInpaint360: Nadir Tripod Removal for 360 Construction Inspection

Method

Cubemap-guided diffusion inpainting: EQR -> cubemap bottom face -> SD Inpainting + LoRA -> re-projection.

Metrics (Best Model: SD15)

  • PSNR: 27.07
  • SSIM: 0.7794
  • LPIPS: 0.0817

Usage

from diffusers import StableDiffusionInpaintPipeline
from peft import PeftModel
pipe = StableDiffusionInpaintPipeline.from_pretrained("runwayml/stable-diffusion-inpainting", torch_dtype=torch.float16, safety_checker=None)
pipe.unet = PeftModel.from_pretrained(pipe.unet, "hiennthp/cubeinpaint360-nadir-removal")
pipe = pipe.to("cuda")
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