By C.-C. Jay Kuo, Chen Chen, Yuzhuo Ren

ISBN-10: 9811006296

ISBN-13: 9789811006296

This publication deals an outline of conventional mammoth visible facts research methods and gives cutting-edge recommendations for a number of scene comprehension difficulties, indoor/outdoor type, outdoors scene category, and open air scene structure estimation. it truly is illustrated with various typical and artificial colour pictures, and huge statistical research is equipped to aid readers visualize vast visible facts distribution and the linked difficulties. even though there was a little research on immense visible info research, little paintings has been released on large snapshot info distribution research utilizing the fashionable statistical procedure defined during this ebook. via offering a whole technique on substantial visible facts research with 3 illustrative scene comprehension difficulties, it presents a universal framework that may be utilized to different giant visible info research initiatives.

Show description

Read or Download Big Visual Data Analysis: Scene Classification and Geometric Labeling PDF

Best internet books

Read e-book online Pulse: The New Science of Harnessing Internet Buzz to Track PDF

The last word advisor to mining the net for real-time evaluation of traits and data

Showing how the web may be a major software for companies and others to degree traits in actual time, Pulse describes instruments for cheap and genuine time dimension methodologies companies can begin utilizing at once. This well timed booklet additionally places this rising technological know-how in point of view and explains how this new size software will profoundly swap determination making in company and government.

indicates how the net can be utilized as an extremely robust dimension software
unearths the right way to mine the web to degree and forecast enterprise development
Written by way of major specialist in company analytics and function management

Pulse finds how the net is evolving right into a device for measuring and forecasting tendencies in society, the financial system, public opinion or even public overall healthiness and safety. it really is a completely crucial e-book for each enterprise chief to show a strong, underutilized device to its whole power.

Peter Loshin's Practical Anonymity: Hiding in Plain Sight Online PDF

For people with valid cause to take advantage of the net anonymously--diplomats, army and different executive firms, reporters, political activists, IT pros, legislation enforcement body of workers, political refugees and others--anonymous networking presents a useful instrument, and lots of stable purposes that anonymity can serve a crucial goal.

Alison Doyle's Internet Your Way to a New Job: How to Really Find a Job PDF

This is often the 3rd variation of this well known ebook. quite a few years in the past, you may add your resume to at least one of the pinnacle jobs websites, click on a couple of times to use for a few jobs, and examine your task seek good underway. this present day, that may not sufficient. The activity marketplace is changing into more and more aggressive. Hiring managers are crushed with purposes and are new and alternative ways to recruit on-line.

Get Internet of Things, Smart Spaces, and Next Generation PDF

This publication constitutes the joint refereed court cases of the 12 foreign convention on subsequent new release Teletraffic and Wired/Wireless complicated Networking, NEW2AN, and the fifth convention on web of items and shrewdpermanent areas, ruSMART 2012, held in St. Petersburg, Russia, in August 2012. the entire of forty two papers was once conscientiously reviewed and chosen for inclusion during this e-book.

Extra info for Big Visual Data Analysis: Scene Classification and Geometric Labeling

Example text

This is one of the main focuses of our research in this chapter. To address the large-scale indoor/outdoor scene classification problem, we propose an Expert Decision Fusion (EDF) system that consists of two key ideas—data grouping and decision stacking. In contrast with prior art, the proposed EDF system is less concerned with the search of new features but on a meaningful way to partition the dataset and organize basic indoor/outdoor classifiers in an effective way to lead to a more accurate and robust classification system.

They are called outliers. Outdoor images 1 – 3 all have dark colors and clear edge structures over the entire image, which misleads KPK. The blue top part of indoor image 7 is also misleading. Indoor image 8 is difficult since its wall contains the outdoor view and painting. Indoor image 9 can be even challenging to human being since one may make a different decision depending on the existence of the ceiling and the wall. For outlying images, low-level features mislead KPK to draw a confident yet wrong conclusion.

There are some red circles and green crosses in S2 , which are difficult to set apart using soft KPK decision scores. 9. Based on the above discussion, the criteria of a good expert can be concluded as follows. 1. It has a larger ratio of correct versus incorrect decision samples in S1 and S3 . 2. It has a smaller percentage of samples in S2 . Fig. 54 48 3 Indoor/Outdoor Classification with Multiple Experts We will discuss ways to achieve these two goals by inviting the second expert to join the decision-making process in Sect.

Download PDF sample

Big Visual Data Analysis: Scene Classification and Geometric Labeling by C.-C. Jay Kuo, Chen Chen, Yuzhuo Ren


by Edward
4.2

Rated 4.32 of 5 – based on 43 votes