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Merge pull request #71 from v0lta/v0lta-patch-2
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v0lta authored Dec 6, 2023
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### 2D-separable-FWT

Separable transforms are also commonly implemented. Pytorch-wavelets does this see (2d-fwt-object)[https://github.com/fbcotter/pytorch_wavelets/blob/9a0c507f04f43c5397e384bb6be8340169b2fd9a/pytorch_wavelets/dwt/transform2d.py#L70] and the (underlying implementation)[https://github.com/fbcotter/pytorch_wavelets/blob/9a0c507f04f43c5397e384bb6be8340169b2fd9a/pytorch_wavelets/dwt/lowlevel.py#L312] . We study the performance with periodic padding below:
Separable transforms are also commonly implemented. Pytorch-wavelets does this see [2d-fwt-object](https://github.com/fbcotter/pytorch_wavelets/blob/9a0c507f04f43c5397e384bb6be8340169b2fd9a/pytorch_wavelets/dwt/transform2d.py#L70) and the [underlying implementation](https://github.com/fbcotter/pytorch_wavelets/blob/9a0c507f04f43c5397e384bb6be8340169b2fd9a/pytorch_wavelets/dwt/lowlevel.py#L312) . We study the performance with periodic padding below:

```bash
2d-pywt-cpu:0.92772 +- 0.00295
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