Next Generation Artificial Vision Systems Reverse Engineering the Human Visual System 1st Edition by Maria Petrou, Anil Bharath ISBN 1596932252 9781596932258

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Product details:

ISBN 10: 1596932252

ISBN 13: 9781596932258 

Author: Maria Petrou, Anil Bharath

This milestone interdisciplinary work brings you to the cutting edge of emerging technologies inspired by human sight, ranging from semiconductor photoreceptors based on novel organic polymers and retinomorphic processing circuitry to low-powered devices that replicate spatial and temporal processing in the brain. Moreover, it is the first work of its kind that integrates the full range of physiological, engineering, and mathematical issues and advances together in a single source. Emphasizing both the devices and the software simulation point of view, this definitive book provides state-of-the-art retinal cell and primary visual cortex (V1) models that reflect our rapidly advancing understanding of human visual signal communication networks. It explores design and fabrication considerations behind real-world implementations, including organic light sensors that mimic human rods and cones, analog circuitry to perform retinal processing, algorithm design for motion detection and tracking, wavelet-based visual detection systems, and interest point detectors. You get the latest techniques for resolution and motion detection enhancement, including both the design and applications of biologically motivated spatio-temporal filtering of visual data, as well as a statistical framework for studying object detection in a phase-invariant manner and tools for describing local object invariants. Moreover, this trail-blazing work includes insight into the challenges that lie ahead in this cutting-edge field.

Table of contents: 

1. The Human Visual System: An Engineering Challenge

2. Retinal Physiology and Neuronal Modeling

3. A Review of V1

4. Testing the Hypothesis That V1 Creates a Bottom-Up Saliency Map

5. V1 Wavelet Models and Visual Inference

6. Beyond the Representation of Images by Rectangular Grids

7. Reverse Engineering of Human Vision: Hyperacuity and Super-Resolution

8. Eye Tracking and Depth from Vergence

9. Motion Detection and Tracking by Mimicking Neurological Dorsal/Ventral Pathways

10. Organic and Inorganic Semiconductor Photoreceptors Mimicking the Human Rods and Cones

11. Analog Retinomorphic Circuitry to Perform Retinal and Retinal-Inspired Processing

12. Analog V1 Platforms

13. From Algorithms to Hardware Implementation

14. Real-Time Spatiotemporal Saliency

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Tags: Maria Petrou, Anil Bharath, Next Generation, Artificial Vision Systems, Reverse Engineering, Human Visual System