DeconvolutionNode
=================

Overview
--------
Applies the LUCYD deconvolution model to enhance microscopy images.

Inputs
------
- Input Image (GrayScaleImage)
- Batch Size (Int)
- Min StdDev (Float)

Parameters
----------
- Batch Size: min 1, max 32, default 4. Reserved for future batching; current implementation processes one image at a time
- Min StdDev: min 0.0, max 100.0, default 2.0. Skip deconvolution when image contrast is below this threshold

Outputs
-------
- Deconvolved Image (GrayScaleImage)
- Status (String)

Example
-------
Use Min StdDev=2.0 to skip low contrast frames.

Notes
-----
The LUCYD model downloads automatically on first use and is cached locally.