MATLAB Image Processing: 102 — Quantify Image Quality Using Neural Image Assessment (NIMA)
Educational 53Technical 11tutorial 30 EMD evaluation image quality LIVE In the Wild dataset MATLAB MobileNet-v2 Neural Image Assessment NIMA pretrained model Training Tutorial
A tutorial/demo showing how to use NIMA (Neural Image Assessment) in MATLAB to quantify image aesthetic/quality. Covers downloading a pretrained NIMA model, using the LIVE In the Wild dataset, preprocessing and augmentation, adapting MobileNet-v2, training (optional), and evaluating performance with metrics such as Earth Mover’s Distance (EMD), binary accuracy, LCC and SRCC.
