Cubeinpaint360 Nadir Removal
Cubemap-guided diffusion inpainting: EQR -> cubemap bottom face -> SD Inpainting + LoRA -> re-projection.
Model source
- Kind
- LoRA
- File size
- 24.4 MB
- Base model
- runwayml/stable-diffusion-inpainting
- Version
- vadapter_model
- Updated
- Oct 20, 2026
- Downloads
- 9
- Source
- Hugging Face
Source description
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")
Sources
1 source
Sources
1 sourceVerified Oct 20
Model artifacts
1 artifact
Model artifacts
1 artifactadapter_model.safetensors
safetensors · 24.4 MB · SHA-256 712e9b763697…51fd · Hugging Face
Download fileSource excerpts
3 excerpts
Source excerpts
3 excerpts--- license: mit tags: [diffusion, inpainting, 360-panorama, nadir-removal, construction-inspection, lora] pipeline_tag: image-to-image library_name: diffusers base_model: runwayml/stable-diffusion-inpainting --- # 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 ```python 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") ```
Source context: 9 downloads · 0 likes · Pipeline image-to-image · Library diffusers · Repo hiennthp/cubeinpaint360-nadir-removal
Source context: 17 downloads · 0 likes · Pipeline image-to-image · Library diffusers · Repo hiennthp/cubeinpaint360-nadir-removal
