Title :
Holographic Three-Dimensional Movie Generation with Frame Interpolation Using Coherent Neural Networks
Author :
Hirose, Akira ; Higo, Tomoaki ; Tanizawa, Ken
Author_Institution :
Tokyo Univ., Tokyo
Abstract :
Computer-generated hologram (CGH) is expanding the application fields. However, the CGH generation requires a long calculation time. In particular, the generation of a CGH stream for three-dimensional movies takes a huge amount of calculation cost. This paper proposes a small-calculation-cost method to generate a CGH stream based on coherent neural networks that deal with complex-amplitude information with generalization ability in the frequency domain. After carrier-frequency-dependent learning, we can generate a CGH stream by sweeping the carrier frequency with neural interpolation thanks to frequency-domain generalization.
Keywords :
computer-generated holography; frequency-domain analysis; generalisation (artificial intelligence); neural nets; optical computing; carrier-frequency-dependent learning; coherent neural networks; complex-amplitude information; computer-generated hologram; frame interpolation; frequency-domain generalization; generalization ability; holographic three-dimensional movie generation; Biomedical optical imaging; Costs; Frequency; Holography; Interference; Interpolation; Motion pictures; Neural networks; Optical modulation; Phase modulation;
Conference_Titel :
Neural Networks, 2006. IJCNN '06. International Joint Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9490-9
DOI :
10.1109/IJCNN.2006.246722