A noisy steel-blue waveform resolving into one clean ember curve

Case 07 · signal

Denoising the Signal

CONVOLUTIONAL AUTOENCODER · DSP

research

Accelerometer data is noisy. Classical filters trade detail for smoothness.

A fully convolutional autoencoder learns to denoise while preserving the information that matters — a cleaner input for everything downstream, from wearables to mobile sensing.

apparatus

  • Autoencoders
  • Signal Processing
  • TensorFlow
Revan · ML Engineer · Darmstadt
σ 0.430
00%initializing
finding the structure in the noise
Revan