Here are 100 books that Vision fans have personally recommended if you like
Vision.
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It’s been fantastic to work in computer vision, especially when it is used to build biometric systems. I and my 80 odd PhD students have pioneered systems that recognise people by the way they walk, by their ears, and many other new things too. To build the systems, we needed computer vision techniques and architectures, both of which work with complex real-world imagery. That’s what computer vision gives you: a capability to ‘see’ using a computer. I think we can still go a lot further: to give blind people sight, to enable better invasive surgery, to autonomise more of our industrial society, and to give us capabilities we never knew we’d have.
Adding perspective puzzled artists in the fourteenth century; analysing perspective is integral to applied computer vision. You might have seen Hawkeye in action: the principles by which it works are explained superbly within this book. It was the first of its kind to set this analysis in a lucid and compelling format. Richard and Andrew’s text will be on researchers’ bookshelves for many years for its bedrock description of how we analyse three-dimensional scenes.
A basic problem in computer vision is to understand the structure of a real world scene given several images of it. Techniques for solving this problem are taken from projective geometry and photogrammetry. Here, the authors cover the geometric principles and their algebraic representation in terms of camera projection matrices, the fundamental matrix and the trifocal tensor. The theory and methods of computation of these entities are discussed with real examples, as is their use in the reconstruction of scenes from multiple images. The new edition features an extended introduction covering the key ideas in the book (which itself has…
The Victorian mansion, Evenmere, is the mechanism that runs the universe.
The lamps must be lit, or the stars die. The clocks must be wound, or Time ceases. The Balance between Order and Chaos must be preserved, or Existence crumbles.
Appointed the Steward of Evenmere, Carter Anderson must learn the…
It’s been fantastic to work in computer vision, especially when it is used to build biometric systems. I and my 80 odd PhD students have pioneered systems that recognise people by the way they walk, by their ears, and many other new things too. To build the systems, we needed computer vision techniques and architectures, both of which work with complex real-world imagery. That’s what computer vision gives you: a capability to ‘see’ using a computer. I think we can still go a lot further: to give blind people sight, to enable better invasive surgery, to autonomise more of our industrial society, and to give us capabilities we never knew we’d have.
This fine book is about learning the relationships between what is seen in an image, and what is known about the world. It’s a counterpart to our book on feature extraction and it shows you what can be achieved with the features. It’s not for those who shy from maths, as is the case for all of the books here. So that you can build the techniques, Simon’s book also includes a wide variety of algorithms to help you on your way.
This modern treatment of computer vision focuses on learning and inference in probabilistic models as a unifying theme. It shows how to use training data to learn the relationships between the observed image data and the aspects of the world that we wish to estimate, such as the 3D structure or the object class, and how to exploit these relationships to make new inferences about the world from new image data. With minimal prerequisites, the book starts from the basics of probability and model fitting and works up to real examples that the reader can implement and modify to build…
It’s been fantastic to work in computer vision, especially when it is used to build biometric systems. I and my 80 odd PhD students have pioneered systems that recognise people by the way they walk, by their ears, and many other new things too. To build the systems, we needed computer vision techniques and architectures, both of which work with complex real-world imagery. That’s what computer vision gives you: a capability to ‘see’ using a computer. I think we can still go a lot further: to give blind people sight, to enable better invasive surgery, to autonomise more of our industrial society, and to give us capabilities we never knew we’d have.
Richard’s authoritative leading textbook excellently describes the whole field of computer vision. It starts with the sensor, moves to image formation followed by feature extraction and grouping, and then by vision analysis. It’s pragmatic too, with excellent descriptions of applications. And there is a ton of support material. This is a mega textbook describing the whole field of computer vision.
Computer Vision: Algorithms and Applications explores the variety of techniques commonly used to analyze and interpret images. It also describes challenging real-world applications where vision is being successfully used, both for specialized applications such as medical imaging, and for fun, consumer-level tasks such as image editing and stitching, which students can apply to their own personal photos and videos.
More than just a source of "recipes," this exceptionally authoritative and comprehensive textbook/reference also takes a scientific approach to basic vision problems, formulating physical models of the imaging process before inverting them to produce descriptions of a scene. These problems are…
Magical realism meets the magic of Christmas in this mix of Jewish, New Testament, and Santa stories–all reenacted in an urban psychiatric hospital!
On locked ward 5C4, Josh, a patient with many similarities to Jesus, is hospitalized concurrently with Nick, a patient with many similarities to Santa. The two argue…
It’s been fantastic to work in computer vision, especially when it is used to build biometric systems. I and my 80 odd PhD students have pioneered systems that recognise people by the way they walk, by their ears, and many other new things too. To build the systems, we needed computer vision techniques and architectures, both of which work with complex real-world imagery. That’s what computer vision gives you: a capability to ‘see’ using a computer. I think we can still go a lot further: to give blind people sight, to enable better invasive surgery, to autonomise more of our industrial society, and to give us capabilities we never knew we’d have.
The advances of deep learning have been awesome, and fast. It’s been hard for the textbooks to keep up, so it’s good to include one that describes the advances and state of art very well. It seems appropriate that it’s edited by two leading researchers who are Roy – who described computer vision systems implementations in a long series of excellent books – and Matt, whose work on face recognition revolutionised and transformed the progress of face recognition in the 1990s. This book gives you an image of where we are now in computer vision, and where we are going.
Advanced Methods and Deep Learning in Computer Vision presents advanced computer vision methods, emphasizing machine and deep learning techniques that have emerged during the past 5-10 years. The book provides clear explanations of principles and algorithms supported with applications. Topics covered include machine learning, deep learning networks, generative adversarial networks, deep reinforcement learning, self-supervised learning, extraction of robust features, object detection, semantic segmentation, linguistic descriptions of images, visual search, visual tracking, 3D shape retrieval, image inpainting, novelty and anomaly detection.
This book provides easy learning for researchers and practitioners of advanced computer vision methods, but it is also suitable as…
I love wordless books immoderately, and I also love books that have meta, surreal, or magical realism elements. This list combines these two features! I was personally so happy that The Red Book was described in a review as “a wordless mind trip for tots,” and I think all the books on this list would perfectly fit that description (and much, much more!) too.
This book never fails to astound me with its visual surprises. I have looked at it at least a hundred times, and each time I cannot stop turning the pages to see what is next, despite already knowing! The art is superbly drawn, and has the perfect amount of rich detail to savor while “zooming” before we come to a satisfying rest at the contemplative ending.
As seen on the SERIAL podcast, season 2, episode 1 ("Dustwun")!
Open this wordless book and zoom from a farm to a ship to a city street to a desert island. But if you think you know where you are, guess again. For nothing is ever as it seems in Istvan Banyai's sleek, mysterious landscapes of pictures within pictures, which will tease and delight readers of all ages.
"This book has the fascinating appeal of such works of visual trickery as the Waldo and Magic Eye books." -- Kirkus Reviews
My journey began as a high school camp counselor at the Ability Center of Greater Toledo in Ohio. As I worked with children who had neurodevelopmental differences and collaborated with a co-counselor who had cerebral palsy, I saw how people with differences were marginalized and devalued despite being insightful, empathetic, passionate, funny, and talented. My appreciation for their strengths and perspectives shaped my approach as a pediatric neurologist, BCBA, neuroscientist, researcher, and founder of Cortica, which is focused on a whole-child, neurodivergent-affirming approach to care for autism and other neurodevelopmental differences. Reading is an important way for me to stay connected to the strengths-based lens I began cultivating in my teens.
Our society places a premium on verbal thinking, but over the course of my career, I’ve had the pleasure of learning from neurodivergent children who see the world around them in images and use those images to solve mundane and complex challenges alike. This book by Temple Grandin has helped me to shift my own mindset as a verbal thinker and appreciate the abilities of those who think in more abstract, non-linear, and systemic ways.
As a BCBA and pediatric neurologist, having the opportunity to hear directly from Grandin, who is autistic, is invaluable. I share her perspective that we do autistic people–and society as a whole–a great disservice when we relegate visual thinkers to the sidelines instead of empowering them to be the artists, designers, engineers, inventors, mechanics, and innovators our world desperately needs.
A Duke with rigid opinions, a Lady whose beliefs conflict with his, a long disputed parcel of land, a conniving neighbour, a desperate collaboration, a failure of trust, a love found despite it all.
Alexander Cavendish, Duke of Ravensworth, returned from war to find that his father and brother had…
As a writer, I’ve always been interested in ambiguity and ambivalence. How does that apply to the self? What does it mean to present myself to others? How do I appear to the world and how close is that to what I see myself to be? Are we ever truly seen—or willing to be seen? In a world where cameras exist everywhere and we are encouraged to record rather than simply be, how do we look in a mirror? Hannah Arendt said that we could tell reality from falsehood because reality endures. But I feel that nothing I experience endures; nothing remains the same, including the reflection. If anything lasts, it may be my own make-believe. Everything I write is, in some way, this question. Who is that?
This is a book of essays about the act of looking, especially looking at photographs and paintings and animals and other people. Thus these are essays about history, memory, suffering, beauty, and the self. Berger had a generous spirit; he wrote often about the lives of peasants and spent the last forty years of his life in rural France. Berger gazed upon the world in all its forms with composure and curiosity.
As a novelist, essayist, and cultural historian, John Berger is a writer of dazzling eloquence and arresting insight whose work amounts to a subtle, powerful critique of the canons of our civilization. In About Looking he explores our role as observers to reveal new layers of meaning in what we see. How do the animals we look at in zoos remind us of a relationship between man and beast all but lost in the twentieth century? What is it about looking at war photographs that doubles their already potent violence? How do the nudes of Rodin betray the threats to…
I’ve had a life-long love affair with the arts. I intended to become an artist, but ultimately became a psychologist researching psychological aspects of the arts. My first book, Invented Worlds, examined the key questions and findings in the psychology of the arts. In Gifted Children: Myths and Realities, I wrote about gifted child artists. My Arts & Mind Lab at Boston College investigated artistic development in typical and gifted children, habits of mind conferred by arts education, and how we respond to works of art. The walls of my home are covered with framed paintings by young children, often side by side paintings by professional artists.
This is a classic book by German-born psychologist Rudolf Arnheim, in which he lays out the principles underlying our perception and understanding of works of visual art. One of the major principles discussed is the human tendency to see the simplest form possible in any visual array. This ‘simplicity principle’ is also used to explain the intelligence and inventiveness of children’s art. In a brilliant chapter called Growth, Arnheim shows us that children are not striving towards realism; rather they are trying to create the simplest possible recognizable structural equivalent for the object they are representing. The inventiveness with which children reduce complex forms to simple structural equivalents requires far more intelligence than mindless copying.
Since its publication fifty years ago, this work has established itself as a classic. It casts the visual process in psychological terms and describes the creative way one's eye organizes visual material according to specific psychological premises. In 1974 this book was revised and expanded, and since then it has continued to burnish Rudolf Arnheim's reputation as a groundbreaking theoretician in the fields of art and psychology.
A part of me is reluctant to recommend books on art. The same part of me is reluctant to write books on art. After all, a work of art should speak for itself. Then I remembered that for most contemporary art shows, a catalog is produced, and that catalog typically features an explanatory essay by some sympathetic scholar or critic. If the art of today requires verbal elaboration, how much more will the art of the past—especially the remote past—require such commentary? These recommendations are a selection of some favorite texts about how art comes into being—and is part of our being.
In the late 1990s, when I was writing a short history of the Phaidon Press–a pioneer imprint of art books both affordable and beautiful—I used to visit Gombrich at his home in north London. His own career as art historian was entwined with Phaidon’s fortunes. I asked him if it were true that he used to get an adolescent to read his texts to check for clarity of expression.
The legend was exaggerated, of course. But Gombrich’s prose still strikes me as admirably free of academic obfuscation, and this book is filled with lucid discussion of what is happening, perceptually and psychologically, when artists invite viewers into their ‘worlds’.
Considered a great classic by all who seek for a meeting ground between science and the humanities, Art and Illusion examines the history and psychology of pictorial representation in light of present-day theories of visual perception information and learning. Searching for a rational explanation of the changing styles of art, Gombrich reexamines many ideas on the imitation of nature and the function of tradition. In testing his arguments he ranges over the history of art, noticing particularly the accomplishments of the ancient Greeks, and the visual discoveries of such masters as Leonardo da Vinci and Rembrandt, as well as the…
It is April 1st, 2038. Day 60 of China's blockade of the rebel island of Taiwan.
The US government has agreed to provide Taiwan with a weapons system so advanced that it can disrupt the balance of power in the region. But what pilot would be crazy enough to run…
Drawing and painting people has been my passion and my profession for a couple of decades now. Fine art, comic books, animation, illustration – as long as I'm drawing people, I'm happy. I love the challenge of trying to capture (or create) a living, breathing, thinking person on paper. And I love talking about art books with other artists. Which ones are great, which ones miss the mark, which ones have tiny hidden gems in them. This list is a mix of books I love, and books I heartily recommend.
This is my list so I wanted to include this book that was so key to me. This is an art book, but it's a very math-y art book with very few illustrations and almost no how-to step-by-step illustrations. It has pages and pages of “to draw a line from 30 degrees above the horizon and 15 degrees to the left of center etc. etc. etc.” text. It's a dense read, but it was the book that solved six-point perspective for me, which was a topic I'd been working feverishly on for a solid year and couldn't quite nail on my own. It really opened up my understanding of perspective, especially curvilinear perspective drawing. I owe this book (and Flocon and Barre) a lot.
