Viewpoint Guided Learning For 3d Scene Understanding And Representations

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Representations and Techniques for 3D Object Recognition and Scene Interpretation

Author : Derek Hoiem
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1608457281
Total Pages : 172 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Representations and Techniques for 3D Object Recognition and Scene Interpretation by : Derek Hoiem

Download or read book Representations and Techniques for 3D Object Recognition and Scene Interpretation written by Derek Hoiem and published by Morgan & Claypool Publishers. This book was released on 2011 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: One of the grand challenges of artificial intelligence is to enable computers to interpret 3D scenes and objects from imagery. This book organizes and introduces major concepts in 3D scene and object representation and inference from still images, with a focus on recent efforts to fuse models of geometry and perspective with statistical machine learning. The book is organized into three sections: (1) Interpretation of Physical Space; (2) Recognition of 3D Objects; and (3) Integrated 3D Scene Interpretation. The first discusses representations of spatial layout and techniques to interpret physical scenes from images. The second section introduces representations for 3D object categories that account for the intrinsically 3D nature of objects and provide robustness to change in viewpoints. The third section discusses strategies to unite inference of scene geometry and object pose and identity into a coherent scene interpretation. Each section broadly surveys important ideas from cognitive science and artificial intelligence research, organizes and discusses key concepts and techniques from recent work in computer vision, and describes a few sample approaches in detail. Newcomers to computer vision will benefit from introductions to basic concepts, such as single-view geometry and image classification, while experts and novices alike may find inspiration from the book's organization and discussion of the most recent ideas in 3D scene understanding and 3D object recognition. Specific topics include: mathematics of perspective geometry; visual elements of the physical scene, structural 3D scene representations; techniques and features for image and region categorization; historical perspective, computational models, and datasets and machine learning techniques for 3D object recognition; inferences of geometrical attributes of objects, such as size and pose; and probabilistic and feature-passing approaches for contextual reasoning about 3D objects and scenes. Table of Contents: Background on 3D Scene Models / Single-view Geometry / Modeling the Physical Scene / Categorizing Images and Regions / Examples of 3D Scene Interpretation / Background on 3D Recognition / Modeling 3D Objects / Recognizing and Understanding 3D Objects / Examples of 2D 1/2 Layout Models / Reasoning about Objects and Scenes / Cascades of Classifiers / Conclusion and Future Directions

Computer Vision – ECCV 2024

Author : Aleš Leonardis
Publisher : Springer Nature
ISBN 13 : 3031726278
Total Pages : 582 pages
Book Rating : 4.0/5 (317 download)

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Book Synopsis Computer Vision – ECCV 2024 by : Aleš Leonardis

Download or read book Computer Vision – ECCV 2024 written by Aleš Leonardis and published by Springer Nature. This book was released on with total page 582 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Learning from Dynamic Visualization

Author : Richard Lowe
Publisher : Springer
ISBN 13 : 3319562045
Total Pages : 392 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Learning from Dynamic Visualization by : Richard Lowe

Download or read book Learning from Dynamic Visualization written by Richard Lowe and published by Springer. This book was released on 2017-05-18 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume tackles issues arising from today’s high reliance on learning from visualizations in general and dynamic visualizations in particular at all levels of education. It reflects recent changes in educational practice through which text no longer occupies its traditionally dominant role as the prime means of presenting to-be-learned information to learners. Specifically, the book targets the dynamic visual components of multimedia educational resources and singles out how they can influence learning in their own right. It aims to help bridge the increasing gap between pervasive adoption of dynamic visualizations in educational practice and our limited understanding of the role that these representations can play in learning. The volume has recruited international leaders in the field to provide diverse perspectives on the dynamic visualizations and learning. It is the first comprehensive book on the topic that brings together contributions from both renowned researchers and expert practitioners. Rather than aiming to present a broad general overview of the field, it focuses on innovative work that is at the cutting edge. As well as further developing and complementing existing approaches, the contributions emphasize fresh ideas that may challenge existing orthodoxies and point towards future directions for the field. They seek to stimulate further new developments in the design and use of dynamic visualizations for learning as well as the rigorous, systematic investigation of their educational effectiveness.the volume="" sheds="" light="" on="" the="" complex="" and="" highly="" demanding="" processes="" of="" conceptualizing,="" developing="" implementing="" dynamic="" visualizations="" in="" practice="" as="" well="" challenges="" relating="" research="" application="" perspectives.

Computer Vision – ECCV 2022

Author : Shai Avidan
Publisher : Springer Nature
ISBN 13 : 3031200861
Total Pages : 806 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Computer Vision – ECCV 2022 by : Shai Avidan

Download or read book Computer Vision – ECCV 2022 written by Shai Avidan and published by Springer Nature. This book was released on 2022-11-10 with total page 806 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 39-volume set, comprising the LNCS books 13661 until 13699, constitutes the refereed proceedings of the 17th European Conference on Computer Vision, ECCV 2022, held in Tel Aviv, Israel, during October 23–27, 2022. The 1645 papers presented in these proceedings were carefully reviewed and selected from a total of 5804 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.

2021 IEEE CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Author : IEEE Staff
Publisher :
ISBN 13 : 9781665445108
Total Pages : pages
Book Rating : 4.4/5 (451 download)

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Book Synopsis 2021 IEEE CVF Conference on Computer Vision and Pattern Recognition (CVPR) by : IEEE Staff

Download or read book 2021 IEEE CVF Conference on Computer Vision and Pattern Recognition (CVPR) written by IEEE Staff and published by . This book was released on 2021-06-20 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: CVPR is the premier annual computer vision event comprising the main conference and several co located workshops and short courses With its high quality and low cost, it provides an exceptional value for students, academics and industry researchers

Computer Vision -- ECCV 2014

Author : David Fleet
Publisher : Springer
ISBN 13 : 331910599X
Total Pages : 855 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Computer Vision -- ECCV 2014 by : David Fleet

Download or read book Computer Vision -- ECCV 2014 written by David Fleet and published by Springer. This book was released on 2014-08-14 with total page 855 pages. Available in PDF, EPUB and Kindle. Book excerpt: The seven-volume set comprising LNCS volumes 8689-8695 constitutes the refereed proceedings of the 13th European Conference on Computer Vision, ECCV 2014, held in Zurich, Switzerland, in September 2014. The 363 revised papers presented were carefully reviewed and selected from 1444 submissions. The papers are organized in topical sections on tracking and activity recognition; recognition; learning and inference; structure from motion and feature matching; computational photography and low-level vision; vision; segmentation and saliency; context and 3D scenes; motion and 3D scene analysis; and poster sessions.

Multiple View Geometry in Computer Vision

Author : Richard Hartley
Publisher : Cambridge University Press
ISBN 13 : 1139449141
Total Pages : 676 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Multiple View Geometry in Computer Vision by : Richard Hartley

Download or read book Multiple View Geometry in Computer Vision written by Richard Hartley and published by Cambridge University Press. This book was released on 2004-03-25 with total page 676 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 been updated with additional examples and appendices) and significant new results which have appeared since the first edition. Comprehensive background material is provided, so readers familiar with linear algebra and basic numerical methods can understand the projective geometry and estimation algorithms presented, and implement the algorithms directly from the book.

MultiMedia Modeling

Author : Duc-Tien Dang-Nguyen
Publisher : Springer Nature
ISBN 13 : 3031278186
Total Pages : 795 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis MultiMedia Modeling by : Duc-Tien Dang-Nguyen

Download or read book MultiMedia Modeling written by Duc-Tien Dang-Nguyen and published by Springer Nature. This book was released on 2023-03-30 with total page 795 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 13833 and LNCS 13834 constitutes the proceedings of the 29th International Conference on MultiMedia Modeling, MMM 2023, which took place in Bergen, Norway, during January 9-12, 2023. The 86 papers presented in these proceedings were carefully reviewed and selected from a total of 267 submissions. They focus on topics related to multimedia content analysis; multimedia signal processing and communications; and multimedia applications and services.

A Guide to Convolutional Neural Networks for Computer Vision

Author : Salman Khan
Publisher : Springer Nature
ISBN 13 : 3031018214
Total Pages : 187 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis A Guide to Convolutional Neural Networks for Computer Vision by : Salman Khan

Download or read book A Guide to Convolutional Neural Networks for Computer Vision written by Salman Khan and published by Springer Nature. This book was released on 2022-06-01 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer vision has become increasingly important and effective in recent years due to its wide-ranging applications in areas as diverse as smart surveillance and monitoring, health and medicine, sports and recreation, robotics, drones, and self-driving cars. Visual recognition tasks, such as image classification, localization, and detection, are the core building blocks of many of these applications, and recent developments in Convolutional Neural Networks (CNNs) have led to outstanding performance in these state-of-the-art visual recognition tasks and systems. As a result, CNNs now form the crux of deep learning algorithms in computer vision. This self-contained guide will benefit those who seek to both understand the theory behind CNNs and to gain hands-on experience on the application of CNNs in computer vision. It provides a comprehensive introduction to CNNs starting with the essential concepts behind neural networks: training, regularization, and optimization of CNNs. The book also discusses a wide range of loss functions, network layers, and popular CNN architectures, reviews the different techniques for the evaluation of CNNs, and presents some popular CNN tools and libraries that are commonly used in computer vision. Further, this text describes and discusses case studies that are related to the application of CNN in computer vision, including image classification, object detection, semantic segmentation, scene understanding, and image generation. This book is ideal for undergraduate and graduate students, as no prior background knowledge in the field is required to follow the material, as well as new researchers, developers, engineers, and practitioners who are interested in gaining a quick understanding of CNN models.

Computer Vision – ECCV 2020

Author : Andrea Vedaldi
Publisher : Springer Nature
ISBN 13 : 3030584526
Total Pages : 856 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Computer Vision – ECCV 2020 by : Andrea Vedaldi

Download or read book Computer Vision – ECCV 2020 written by Andrea Vedaldi and published by Springer Nature. This book was released on 2020-11-03 with total page 856 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 30-volume set, comprising the LNCS books 12346 until 12375, constitutes the refereed proceedings of the 16th European Conference on Computer Vision, ECCV 2020, which was planned to be held in Glasgow, UK, during August 23-28, 2020. The conference was held virtually due to the COVID-19 pandemic. The 1360 revised papers presented in these proceedings were carefully reviewed and selected from a total of 5025 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.

Digital TV and Wireless Multimedia Communication

Author : Guangtao Zhai
Publisher : Springer Nature
ISBN 13 : 9811533415
Total Pages : 431 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Digital TV and Wireless Multimedia Communication by : Guangtao Zhai

Download or read book Digital TV and Wireless Multimedia Communication written by Guangtao Zhai and published by Springer Nature. This book was released on 2020-02-15 with total page 431 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents revised selected papers from the 16th International Forum on Digital TV and Wireless Multimedia Communication, IFTC 2019, held in Shanghai, China, in September 2019. The 34 full papers presented in this volume were carefully reviewed and selected from 120 submissions. They were organized in topical sections on image processing; machine learning; quality assessment; telecommunications; video surveillance; virtual reality.

Learning Blender

Author : Oliver Villar
Publisher : Addison-Wesley Professional
ISBN 13 : 0133886271
Total Pages : 353 pages
Book Rating : 4.1/5 (338 download)

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Book Synopsis Learning Blender by : Oliver Villar

Download or read book Learning Blender written by Oliver Villar and published by Addison-Wesley Professional. This book was released on 2014-10-03 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: Create Amazing 3D Characters with Blender: From Design and Modeling to Video Compositing Learning Blender walks you through every step of creating an outstanding animated character with the free, open source, 3D software Blender, and then compositing it in a real video using a professional workflow. This is the only Blender tutorial to take you from preproduction to final result, and it’s perfect for both 3D novices and those who’ve used other 3D Software. Focusing on Blender 2.71 and above, 3D-professional Oliver Villar explains all the basics, including Blender’s interface, controls, and how to manipulate objects. Once you’ve mastered the fundamentals, you’ll follow a realistic 3D workflow through a complete project. You’ll find chapters on every aspect of the character creation: design, modeling, unwrapping, texturing, shading, rigging, and animation. Once your character is ready and animated, you’ll learn how to integrate it into a real video using camera tracking techniques, lighting, and compositing. Each skillset is taught hands on, and available online video tutorials (more than 5 hours) will guide you through Blender’s trickier tasks. By the time you’re done, you’ll understand how the whole process fits together, and how to use Blender to create outstanding characters for all media. You’ll also build strong Blender skills you can apply in any 3D project, whether it involves characters or not. Learn How To Master Blender’s innovative user interface, navigation, and selection techniques Create your first scene with Blender and get comfortable with its core tools Prepare for projects so they’ll go as smoothly as possible Use modeling tools to create a 3D character Bring your character to life with color, textures, and materials Create your character’s skeleton and make it walk Make the most of Blender’s Camera Tracking tools Add lights to your 3D scene Render with Blender Internal or the powerful new Cycles render engine Composite your 3D character into a real video Switch to Blender from 3ds Max, Maya, or XSI Register your book at informit.com/register to access all of this book’s production files, plus bonus video tutorials, and a useful Blender keyboard shortcut reference.

The Proceedings of the Twenty-Seventh SIGCSE Technical Symposium on Computer Science Education

Author : John Impagliazzo
Publisher :
ISBN 13 :
Total Pages : 948 pages
Book Rating : 4.:/5 (318 download)

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Book Synopsis The Proceedings of the Twenty-Seventh SIGCSE Technical Symposium on Computer Science Education by : John Impagliazzo

Download or read book The Proceedings of the Twenty-Seventh SIGCSE Technical Symposium on Computer Science Education written by John Impagliazzo and published by . This book was released on 1996 with total page 948 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer Vision – ACCV 2022

Author : Lei Wang
Publisher : Springer Nature
ISBN 13 : 3031263197
Total Pages : 687 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Computer Vision – ACCV 2022 by : Lei Wang

Download or read book Computer Vision – ACCV 2022 written by Lei Wang and published by Springer Nature. This book was released on 2023-03-03 with total page 687 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 7-volume set of LNCS 13841-13847 constitutes the proceedings of the 16th Asian Conference on Computer Vision, ACCV 2022, held in Macao, China, December 2022. The total of 277 contributions included in the proceedings set was carefully reviewed and selected from 836 submissions during two rounds of reviewing and improvement. The papers focus on the following topics: Part I: 3D computer vision; optimization methods; Part II: applications of computer vision, vision for X; computational photography, sensing, and display; Part III: low-level vision, image processing; Part IV: face and gesture; pose and action; video analysis and event recognition; vision and language; biometrics; Part V: recognition: feature detection, indexing, matching, and shape representation; datasets and performance analysis; Part VI: biomedical image analysis; deep learning for computer vision; Part VII: generative models for computer vision; segmentation and grouping; motion and tracking; document image analysis; big data, large scale methods.

Computer Vision – ECCV 2022 Workshops

Author : Leonid Karlinsky
Publisher : Springer Nature
ISBN 13 : 3031250664
Total Pages : 797 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Computer Vision – ECCV 2022 Workshops by : Leonid Karlinsky

Download or read book Computer Vision – ECCV 2022 Workshops written by Leonid Karlinsky and published by Springer Nature. This book was released on 2023-02-17 with total page 797 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 8-volume set, comprising the LNCS books 13801 until 13809, constitutes the refereed proceedings of 38 out of the 60 workshops held at the 17th European Conference on Computer Vision, ECCV 2022. The conference took place in Tel Aviv, Israel, during October 23-27, 2022; the workshops were held hybrid or online. The 367 full papers included in this volume set were carefully reviewed and selected for inclusion in the ECCV 2022 workshop proceedings. They were organized in individual parts as follows: Part I: W01 - AI for Space; W02 - Vision for Art; W03 - Adversarial Robustness in the Real World; W04 - Autonomous Vehicle Vision Part II: W05 - Learning With Limited and Imperfect Data; W06 - Advances in Image Manipulation; Part III: W07 - Medical Computer Vision; W08 - Computer Vision for Metaverse; W09 - Self-Supervised Learning: What Is Next?; Part IV: W10 - Self-Supervised Learning for Next-Generation Industry-Level Autonomous Driving; W11 - ISIC Skin Image Analysis; W12 - Cross-Modal Human-Robot Interaction; W13 - Text in Everything; W14 - BioImage Computing; W15 - Visual Object-Oriented Learning Meets Interaction: Discovery, Representations, and Applications; W16 - AI for Creative Video Editing and Understanding; W17 - Visual Inductive Priors for Data-Efficient Deep Learning; W18 - Mobile Intelligent Photography and Imaging; Part V: W19 - People Analysis: From Face, Body and Fashion to 3D Virtual Avatars; W20 - Safe Artificial Intelligence for Automated Driving; W21 - Real-World Surveillance: Applications and Challenges; W22 - Affective Behavior Analysis In-the-Wild; Part VI: W23 - Visual Perception for Navigation in Human Environments: The JackRabbot Human Body Pose Dataset and Benchmark; W24 - Distributed Smart Cameras; W25 - Causality in Vision; W26 - In-Vehicle Sensing and Monitorization; W27 - Assistive Computer Vision and Robotics; W28 - Computational Aspects of Deep Learning; Part VII: W29 - Computer Vision for Civil and Infrastructure Engineering; W30 - AI-Enabled Medical Image Analysis: Digital Pathology and Radiology/COVID19; W31 - Compositional and Multimodal Perception; Part VIII: W32 - Uncertainty Quantification for Computer Vision; W33 - Recovering 6D Object Pose; W34 - Drawings and Abstract Imagery: Representation and Analysis; W35 - Sign Language Understanding; W36 - A Challenge for Out-of-Distribution Generalization in Computer Vision; W37 - Vision With Biased or Scarce Data; W38 - Visual Object Tracking Challenge.

Multimodal Scene Understanding

Author : Michael Ying Yang
Publisher : Academic Press
ISBN 13 : 0128173599
Total Pages : 424 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Multimodal Scene Understanding by : Michael Ying Yang

Download or read book Multimodal Scene Understanding written by Michael Ying Yang and published by Academic Press. This book was released on 2019-07-16 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimodal Scene Understanding: Algorithms, Applications and Deep Learning presents recent advances in multi-modal computing, with a focus on computer vision and photogrammetry. It provides the latest algorithms and applications that involve combining multiple sources of information and describes the role and approaches of multi-sensory data and multi-modal deep learning. The book is ideal for researchers from the fields of computer vision, remote sensing, robotics, and photogrammetry, thus helping foster interdisciplinary interaction and collaboration between these realms. Researchers collecting and analyzing multi-sensory data collections – for example, KITTI benchmark (stereo+laser) - from different platforms, such as autonomous vehicles, surveillance cameras, UAVs, planes and satellites will find this book to be very useful. - Contains state-of-the-art developments on multi-modal computing - Shines a focus on algorithms and applications - Presents novel deep learning topics on multi-sensor fusion and multi-modal deep learning

A BIM Professional's Guide to Learning Archicad

Author : Stefan Boeykens
Publisher : Packt Publishing Ltd
ISBN 13 : 1803245344
Total Pages : 612 pages
Book Rating : 4.8/5 (32 download)

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Book Synopsis A BIM Professional's Guide to Learning Archicad by : Stefan Boeykens

Download or read book A BIM Professional's Guide to Learning Archicad written by Stefan Boeykens and published by Packt Publishing Ltd. This book was released on 2023-05-19 with total page 612 pages. Available in PDF, EPUB and Kindle. Book excerpt: Move from 2D CAD drafting to 3D BIM with Archicad to boost productivity by mastering this powerful software Purchase of the print or Kindle book includes a free PDF eBook Key Features Explore the Archicad GUI, file format, and tools to get started with residential projects Use out-of-the-box documentation tools combined with a powerful publishing workflow Translate conceptual designs into compelling imagery using various visualization methods Book Description A BIM Professional's Guide to Learning Archicad is a comprehensive introduction to all that Archicad has to offer for creating 3D models, 2D document extracts, and related outputs. This book is not a click-by-click series of recipes, but rather focuses on helping you understand why and how Archicad works by providing realistic examples and expert tips. The book gradually introduces you to Archicad tools using ample examples. It then helps you master its complexity through clear modules, allowing you to start your first project quickly, gain useful skills in subsequent projects, and keep using the book as a source for insights into the software. You'll start with the basic modeling of construction elements and then move on to adding roofs, stairs, and objects to the project. Next, you'll dive into basic drafting and 2D views for creating 2D output, and grasp how to use attributes and more advanced modeling tools for designing curtain walls and sites. The concluding chapters will show you how to extract and visualize your data and automate the publishing of your extracts and 2D documents into a variety of output formats. By the end of this book, you'll have gained a solid understanding of Archicad, how to implement it efficiently in your architectural projects, and how BIM can improve your overall design workflow. What you will learn Create an architectural model from scratch using Archicad as BIM software Leverage a wide variety of tools and views to fully develop a project Achieve efficient project organization and modeling for professional results with increased productivity Fully document a project, including various 2D and 3D documents and construction details Professionalize your BIM workflow with advanced insight and the use of expert tips and tricks Unlock the geometric and non-geometric information in your models by adding properties and creating schedules to prepare for a bill of quantities Who this book is for This book is for design engineers, architectural designers, residential designers, BIM professionals, and anyone working in construction, manufacturing, or similar fields. Whether you're an absolute beginner or a professional looking to upgrade your engineering design and urban planning skills, you'll find this book useful. Although no prior knowledge of Archicad is necessary, knowledge of construction (architectural design) and a basic understanding of 2D CAD drafting is recommended. The book is based on the international version of the software and uses metric units.