STM net V1

Reconstructing Pristine Molecular Orbitals from Scanning Tunneling Microscope Images

Best Practices & Example

Image Requirements for Optimal Results:

  • Molecule should be centered in the image
  • Image should be cropped to square format
  • Brightness and contrast significantly affect results
  • Clear, high-contrast images produce better outputs

Good Example — Input

Example Input

Good Example — Output

Example Output

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Citation

@article{zhu2025reconstructing,
  title={Reconstructing pristine molecular orbitals from scanning tunneling microscope images via artificial intelligence approaches},
  author={Zhu, Yu and Xue, Renjie and Ren, Hao and Chen, Yicheng and Yan, Wenjie and Wu, Bingzheng and Duan, Sai and Zhang, Haiming and Chi, Lifeng and Xu, Xin},
  journal={JACS Au},
  volume={5},
  number={7},
  pages={3163--3170},
  year={2025},
  publisher={ACS Publications}
}