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Compute dataset spectral density (FFT diagnostic) #35

@raeesiarya

Description

@raeesiarya

Add a script that computes the average power spectrum of all images in a dataset, or of generated samples. This is needed to understand the dataset’s 1/f behavior, and validate pink-noise assumptions.

Acceptance Criteria
• Create scripts/compute_spectral_density.py
• Loads images or generates samples
• Computes FFT magnitude, averages over batch
• Plots radial spectrum
• Saves figure to plots/

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