Title :
Soylent Grid: it´s Made of People
Author :
Steinbach, Stephan ; Rabaud, Vincent ; Belongie, Serge
Author_Institution :
Univ. of California at San Diego, La Jolla
Abstract :
The ground truth labeling of an image dataset is a task that often requires a large amount of human time and labor. We present an infrastructure for distributed human labeling that can exploit the modularity of common vision problems involving segmentation and recognition. We present the different elements of this infrastructure in detail, in particular the different vision human computational tasks (HCTs) and machine computable tasks (MCTs). We also discuss the impact of such a system on Internet security vs. the current state of the art. Finally, we present our prototype implementation of such a system, named soylent grid, on typical problems.
Keywords :
Internet; grid computing; image recognition; image segmentation; security of data; Internet security; Soylent Grid; distributed human labeling; ground truth labeling; human computational tasks; image dataset; image recognition; image segmentation; machine computable tasks; Computer networks; Computer vision; Data flow computing; Detectors; Distributed computing; Humans; Image segmentation; Labeling; Optical character recognition software; Testing;
Conference_Titel :
Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-1630-1
Electronic_ISBN :
1550-5499
DOI :
10.1109/ICCV.2007.4409122