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xjh19971 authored Jun 18, 2024
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Expand Up @@ -127,14 +127,20 @@ Download pretrained models for $W_S=1536$ and $D_C=512$ m: [Download](https://dr
</details>
<details>
<summary>Architecture Details</summary>

The iterative updater is a multi-layer CNN with group normalization:
https://github.com/arplaboratory/STHN/blob/eed553fb45756ce5ea35418db77383732c444c42/local_pipeline/update.py#L299
The TGM is using the Pix2Pix paradigm:
https://github.com/arplaboratory/STHN/blob/eed553fb45756ce5ea35418db77383732c444c42/global_pipeline/model/network.py#L273

</details>

<details>
<summary>Direct Linear Transformation Details</summary>
In practice, we use kornia's implementation [kornia](https://kornia.readthedocs.io/en/stable/geometry.transform.html#kornia.geometry.transform.get_perspective_transform).
For more details, you can refer to [wiki](https://en.wikipedia.org/wiki/Direct_linear_transformation).
The Direct Linear Transformation (DLT) is used to solve the homography transformation matrix (3x3) given four corresponding point pairs.

In practice, we use kornia's implementation:
https://kornia.readthedocs.io/en/stable/geometry.transform.html#kornia.geometry.transform.get_perspective_transform
For more details of formulas, you can refer to: https://en.wikipedia.org/wiki/Direct_linear_transformation.

</details>
## Acknowledgement
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