From 6a7a0483eaf984bd30846956c35921ed61396bcc Mon Sep 17 00:00:00 2001
From: David Rotermund <54365609+davrot@users.noreply.github.com>
Date: Thu, 13 Jul 2023 15:36:27 +0200
Subject: [PATCH] Update README.md

---
 README.md | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d010452..98f71d4 100644
--- a/README.md
+++ b/README.md
@@ -58,7 +58,13 @@ For installing torch under Windows see here: https://pytorch.org/get-started/loc
 - scale data_svd (-> to_remove) and remove it from data (data -= to_remove)
 - the movie is downsamples in time
   - torchaudio.functional.resample from 30fps to 3 fps
-  - bandpass filter 0.1 - 1.0 Hz
+  - bandpass filter 0.1 - 1.0 Hz (based on torchaudio's filtfilt)
 - SVD Denosing
+  - A windows is moved over the spatial dimensions. The window has the size (2*window_size+1) x (2*window_size+1) with window_size=2
+  - A SVD is calculated over each individual window.
+  - Calculate whitening matrices and co from it.
+  - Whiten the movie patch and average over the spatial dimensions. -> data_svd
+  - Calculate scaling factor between data_svd and data for all the individual pixels.
+  - Use the time series in the center of the window as denoised signal.
 - torch.nn.AvgPool2d
 - save as ..._decorrelated.npy