Lama Cleaner
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  • Introduction
    • pip
    • Windows 1-click installer
    • Docker
    • Try online
    • Download model manually
  • Models
    • LaMa
    • LDM
    • ZITS
    • MAT
    • FcF
    • Manga
    • Stable Diffusion
    • Paint By Example
    • Controlnet
    • Instruct Pix2pix
    • Manual Inpainting Mode
    • File Manager
    • Inpainting Strategy
    • Croper & Resize
    • Custom Mask
    • Desktop Application
  • Plugins
    • Interactive Segmentation
    • GFPGAN
    • RealESRGAN
    • Remove Background
    • RestoreFormer
    • Anime Segmentation
    • Make GIF
  • Memory

  • Frequently Asked Questions
  • Introduction
    • pip
    • Windows 1-click installer
    • Docker
    • Try online
    • Download model manually
  • Models
    • LaMa
    • LDM
    • ZITS
      • ZITS vs LaMa
    • MAT
    • FcF
    • Manga
    • Stable Diffusion
    • Paint By Example
    • Controlnet
    • Instruct Pix2pix
    • Manual Inpainting Mode
    • File Manager
    • Inpainting Strategy
    • Croper & Resize
    • Custom Mask
    • Desktop Application
  • Plugins
    • Interactive Segmentation
    • GFPGAN
    • RealESRGAN
    • Remove Background
    • RestoreFormer
    • Anime Segmentation
    • Make GIF
  • Memory

  • Frequently Asked Questions

On This Page

  • ZITS vs LaMa
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Models
ZITS

Incremental Transformer Structure Enhanced Image Inpainting with Masking Positional Encoding

  • --model zits
  • github: https://github.com/DQiaole/ZITS_inpainting (opens in a new tab)
  • Paper: https://arxiv.org/abs/2203.00867 (opens in a new tab)

ZITS vs LaMa

  • 👍 Better holistic structures compared with previous methods
  • 😐 Wireframe module is very slow on CPU
Original ImageZITSLaMa
zits_originalzits_compare_zitszits_compare_lama
LDMMAT