Computer Vision: Foundations and Applications

Livro digital

Título:
Computer Vision: Foundations and Applications

Autor:
Ranjay Krishna

Categoria:
Tecnologia > IA

Doador:
Raffaello D. N.

Sinopse:
Computer vision starts with a deceptively hard question: how do images become information? The table of contents makes the progression clear, beginning with Introduction to Computer Vision, then moving through Color, Linear Algebra Primer, and Pixels and Filters before reaching Edge Detection and Features and Fitting. That sequence grounds the reader in both the visual signal and the math behind it. From there, the material builds toward real recognition problems through Feature Descriptors, Image Resizing, Semantic Segmentation, Clustering, and Object recognition. The later chapters widen the scope with Dimensionality Reduction, Face Identification, Visual Bag of Words, Object Detection from Deformable Parts, Semantic Hierarchies and Fine Grained Recognition, Motion, Tracking, and Deep Learning. The structure shows a broad survey that connects classical image processing with modern recognition pipelines. The result is a compact Stanford-compiled foundation that moves from fundamentals to applications without losing rigor. Readers get a practical map of the field, enough math to understand the methods, and a clear path from low-level image operations to object detection, motion analysis, and learning-based vision.