Deep learning has fundamentally transformed image processing from hand-crafted algorithmic pipelines into end-to-end learned systems capable of human-surpassing performance across classification, detection, segmentation, generation, and restoration tasks. Convolutional neural networks replace decades-old filtering, thresholding, and feature engineering with hierarchical feature extractors learning directly from raw pixels through millions of parameterized filters trained via gradient descent. This paradigm shift eliminates brittle cascade architectures where edge detection failure propagates through Hough voting to tracking collapse, replacing sequential failure modes with robust holistic understanding emerging from statistical training. Modern vision transformers extend convolutional foundations through global self-attention mechanisms modeling long-range spatial dependencies absent from purely local receptive fields.

"About this title" may belong to another edition of this title.

Store Description

We carry a wide selection of books from South Asia, United States, UK.

Visit Seller's Storefront

Seller's business information

Readingos GmbH
Kaiserstra�e 47, Frankfurt am Main, 60329, Germany

Sale & Shipping Terms

Terms of Sale

Shipping Terms

To ensure faster delivery, books may be shipped from any of the following locations Germany, the United Kingdom (UK), the United States (US), based on the buyer's address and product availability.

Shipping rates from Germany to U.S.A.

Shipping rates from Germany to U.S.A.
Order quantity	25 to 45 business days	8 to 14 business days
First item	US$ 11.41	US$ 21.45

Delivery times are set by sellers and vary by carrier and location. Orders passing through Customs may face delays and buyers are responsible for any associated duties or fees. Sellers may contact you regarding additional charges to cover any increased costs to ship your items.