Aryan Agarwal
Linear Algebra × Image Processing

Image Compression
via SVD

Upload any image and watch Singular Value Decomposition strip away redundancy in real time. Adjust rank k to find the sweet spot between file size and visual quality.

A Uk · Σk · VTk rank-k approximation

Drop image here

PNG, JPG, WEBP — up to 2048×2048
Or click to browse files

Original
Compressed (rank k = )
Error map (|original − compressed| × 5) difference
Computing SVD...
Rank k
20
Channel mode
Metrics
Compression
PSNR (dB)
Energy %
Saved
Singular value spectrum
PSNR vs k (quality curve)
Display
Export

Project Documentation: View Jupyter Notebook | Download Full Report (PDF)