Title :
Neural network algorithm for solving ray-tracing problem
Author :
Skribtsov, Pavel V.
Author_Institution :
Sci. Center of Neurocomputers, Moscow, Russia
Abstract :
This work is dedicated to the study of neural network method for solving of ray-tracing task, which appears in 3D visualization algorithms. Physical representation of the task is the problem of finding the nearest point of the "vision" ray crossing with the surfaces of the scene. Application: Real time 3D visualization, rendering of the complex scenes, containing semitransparent, reflecting, diffusive objects, soft shadows and volume light sources.
Keywords :
backpropagation; data visualisation; neural nets; ray tracing; rendering (computer graphics); 3D visualization algorithms; backpropagation; complex scenes rendering; continuous sigmoidal activation function; diffusive objects; geometrical ray; hardware accelerator; multilayered network; neural network algorithm; physical task representation; ray-tracing problem; reflecting objects; semitransparent objects; soft shadows; three-dimensional Euclidean space; vision ray crossing; volume light sources; Application software; Computer displays; Differential equations; Layout; Light sources; Neural networks; Pixel; Ray tracing; Rendering (computer graphics); Visualization;
Conference_Titel :
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN :
981-04-7524-1
DOI :
10.1109/ICONIP.2002.1201979