โณ Autoencoder & Latent Space Visualizer

Squeeze an image down to a single glowing point โ€” then drag that point and watch it morph.

๐Ÿ“‹ How To Use This Lab
  1. Pick a digit and press โ–ถ Encode & Decode โ€” watch it squeeze through the hourglass into a glowing dot, then expand back out.
  2. Drag Latent Dimension down to 2D โ†’ the reconstruction turns blurry. Drag it up to 128D โ†’ it sharpens.
  3. In the 2D map below, drag the glowing dot away from its digit โ€” watch the reconstruction morph live toward a different digit.
  4. Flip Show Error Heatmap โ†’ bright red spots show exactly where reconstruction went wrong.
Latent Dim = 32D
Latent pos = (โˆ’3.0, 2.0)
Reconstruction Error = 0.000
Encoder โ†’ Latent Bottleneck โ†’ Decoder Original Reconstructed 2D Latent Map โ€” drag the glowing dot
Heatmap Off
Show Error Heatmap
โณ HOURGLASSPick a digit and press Encode โ€” I'll squeeze it down to one glowing point, then rebuild it from scratch.
๐Ÿง‘โ€๐Ÿซ PROF. TORCHThe latent vector isn't a copy of the image โ€” it's a learned SUMMARY. Everything outside it is genuinely gone.