Efficient 3D Object Segmentation from Densely Sampled Light Fields with Applications to 3D Reconstruction

From Kaan Yücer, Alexander Sorkine-Hornung, Oliver Wang, Olga Sorkine-Hornung: Precise object segmentation in image data is a fundamental problem with various applications, including 3D object reconstruction. We present an efficient algorithm to automatically segment a static foreground object from highly cluttered background in light fields. A key insight and contribution of our paper is that a significant increase of the available input data can enable the design of novel, highly efficient approaches. In particular, the central idea of our method is to exploit high spatio-angular sampling on the order of thousands of input frames, e.g. captured as a hand-held video, such that new structures are revealed due to the increased coherence in the data. We first show how purely local gradient information contained in slices of such a dense light field can be combined with information about the camera trajectory to make efficient estimates of the foreground and background. These estimates are then propagated to textureless regions using edge-aware filtering in the epipolar volume. Finally, we enforce global consistency in a gathering step to derive a precise object segmentation both in 2D and 3D space, which captures fine geometric details even in very cluttered scenes. The design of each of these steps is motivated by efficiency and scalability, allowing us to handle large, real-world video datasets on a standard desktop computer... ( paper )

Rising Media to hold the 3rd annual 'Inside 3D Printing Conference & Expo,' Asia's largest 3D Printing Tradeshow on June 22-24, 2016 in Seoul

This is the largest 3D Printing event in Korea and one of the most important and state-of-the-art 3D Printing tradeshows in the Asian region. This years event promises to demonstrate more excitement than ever before with soaring popularity of new AM (Additive Manufacturing) technologies that foster innovation in various fields across the globe.

Intelligrated showcases robotic each picking at MODEX 2016

Integrated AS/RS, robotic demonstration performs fully automated each picking

Worcester Polytechnic Institute Professor Receives Grant to Assist U.S. Air Force in Unmanned Aerial Vehicle Research

Intelligent algorithms placed on board UAVs could assist remote military and civilian pilots and lead to improved operational safety

Gremlins Takes Flight to Provide Air-Recoverable Unmanned Air Systems

Four teams initiate research into affordable, distributed technologies that could provide breakthrough tactical and strategic capabilities

ARxIUM's RIVA Rated Highest Performing IV Robot in Pharmacy Study

Independent healthcare research firm KLAS reported RIVA leads in improving productivity and minimizing medication spending.

SkySquirrel Technologies Closes $1 Million Investment Round

The round includes a $500,000 investment from Innovacorp, Nova Scotia's early stage venture capital organization, and $500,000 from an undisclosed Ontario-based private investor.

Hangzhou Amy Robotics Launches the First Generation Amy A1, the Multifunctional Autonomous Mobile Robot

For both domestic and public service, Amy carries out any number of daily tasks, from making a morning cup of coffee to building a connection for users to monitor loved ones remotely.

MMC Set to Launch HyDrone 1800, the UAV with a Flight Time of Over 3 Hours

Drones will cease to be seen as toys and will become actual tools that will change humanity permanently.

Freebird Flight Introduces World's First Commercial UAV With 3D Printed SurroundFrame Technology and Industry-Leading Flight Performance

The FreeBird One is the safest, strongest, fastest, longest flying, most weatherproof and customizable drone in a single system on the market

Rising Media and 3DR Holdings' Inside 3D Printing Conference in Sydney Reveals Keynote Speakers; Partners with Reed Exhibitions' National Manufacturing Week for Expo; May 11-13, 2016 at the Sydney Showground

The Inside 3D Printing Sydney conference program explores 3D innovation in Australia and beyond, covering additive manufacturing applications in medicine, manufacturing, research, product design, and more.

Program Aims to Facilitate Robotic Servicing of Geosynchronous Satellites

Servicing vehicle jointly developed with a commercial partner would leverage DARPAs successes in space robotics and accelerate revolutionary capabilities for working with satellites currently beyond reach

Man Vs Machine

The result of this rung-in change is intended to be that man and machine respectively do what they can do best. The weaknesses of one are compensated for by the strengths of the other.

My Business and Marketing Tips for Robot Integrators

Although I mention "robot integrator" in the title specifically, these principles can be applied to any business within the industry, including: Custom Machine Builders, Controls Integrators, Engineering Companies and more.

XPONENTIAL - Award-Winning Journalist Miles O'Brien To Host AUVSI XPONENTIAL 2016

Representatives from Amazon Prime Air, Cisco Systems, the Federal Aviation Administration and Department of Defense to keynote the unmanned systems and robotics industry's largest trade show

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