Report TODO list

[miccio-dk]

1. [x] Introduction C
2. [x] Related work R
   1. [x] Classical Approaches C
   2. [x] Deep Learning R
   3. [x] State of the art R
3. [x] Methodology R
   1. [x] Deep Learning C
      1. [x] Multilayer Perceptron R
      2. [x] Activation R
      3. [x] Optimization R
      4. [x] Convolutional Neural Networks (CNN) C
      5. [x] Recurrent Neural Networks (RNN) R
      6. [x] Autoencoders (AE) C
      7. [x] Batch Normalization C
      8. [x] Dropout C
   2. [x] Data Representation C
      1. [x] Time Domain Representation C
      2. [x] Discrete Fourier Transform (DFT) C
      3. [x] Short-Time Fourier Transform (STFT) C
   3. [x] Processing R
      1. [x] Dynamic Range Compression R
      2. [x] Real/Imaginary R
   4. [x] Evaluation C
      1. [x] Signal-to-Noise Ratio (SNR) C
      2. [x] Source Evaluation C
      3. [x] STOI C
      4. [x] PESQ C
4. [x] Experimental Setup R
   1. [x] Dataset R
      1. [x] Pairs R
      2. [x] Processing R
   2. [x] Framework R
      1. [x] Training R
      2. [x] Results R
      3. [x] Denoising R
   3. [x] Models R
      1. [x] Convolutional Autoencoder R
      2. [x] Convolutional-Recurrent Model (+ Baseline) R
      3. [x] Temporal Convolutional Network C
   4. [x] Experiments R
      1. [x] Choosing processing R
      2. [x] Training models C
      3. [x] Fine-tuning R
5. [x] Experimental results R
   1. [x] Observations on choice of processing R
      1. [x] Impact of data processing R
      2. [x] Impact of loss function window R
   2. [x] Observations on preliminary training C
      1. [x] Pink noise vs real-world noise C
      2. [x] Magnitude vs logarithmic representation C
   3. [x] Observations on fine-tuning ``
      1. [x] Noise stationarity ``
      2. [x] Impact of network depth RC
6. [x] Conclusions R
   1. [x] Synthesis R
   2. [x] Limitations RC
   3. [x] Outline RC

[miccio-dk]

Figure conventions:

• In python:

  plt.figure(figsize=(16, 4), dpi=300)

• In LaTeX (fig_name should contain a reference to a chapter/section, e.g. proc_spec1):

  \begin{figure}[h]
  \centering
  \includegraphics[width=0.75\textwidth]{figures/fig_name}
  \caption{caption text, starting in lowercase}
  \label{fig:fig_name}
  \end{figure}