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Ankatwar Gajanan

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Review Open access Aug 2026

Image Processing from Handcrafted Operators to Foundation Models: A Critical Review of Methods, Applications and Recent Advances

Evaluation in digital image processing is argued for evaluation that is task-aware, distribution-aware and resource-aware, with uncertainty, fairness, calibration and reproducibility treated as core properties rather than optional add-ons.

Ankatwar Gajanan, Narote Preetham, Gajjala Lilly Rani et al. · 0 citations