Real-Time Automatic Object Classification and Tracking using Genetic Programming and NVIDIA R CUDA TM

Genetic Programming (GP) is a widely used methodology for solving various computational problems. GP's problem solving ability is usually hindered by its long execution times. In this thesis, GP is applied toward real-time computer vision. In particular, object classification and tracking using a parallel GP system is discussed. First, a study of suitable GP languages for object classification is presented. Two main GP approaches for visual pattern classification, namely the block-classifiers and the pixel-classifiers, were studied. Results showed that the pixel-classifiers generally performed better. Using these results, a suitable language was selected for the real-time implementation. Synthetic video data was used in the experiments. The goal of the experiments was to evolve a unique classifier for each texture pattern that existed in the video. The experiments revealed that the system was capable of correctly tracking the textures in the video. The performance of the system was on-par with real-time requirements.

HOEK UNIT C 81

Light brown sediment with clast sizes ranging from small to medium. Clast shape ranges from sub-angular to sub-rounded. Lineations are common throughout the sample. Minor amounts of edge-to-edge grain crushing can also be seen.

Barnes Wines, LImited By-Law no. 81

The by-law reads: "A by-law to amend by-law no. 79 of the company by restricting the distribution of monies set aside for profit sharing to officers and employees regularly employed at the company's plant. Be it therefore enacted as a by-law of Barnes Wines, Limited as follows: That Schedule 'A' to By-Law no. 79 of the Company enacted on the 2nd day of February, 1953, be and the same is hereby amended by adding after the word "Company" in the last line of paragraph I thereof, the following: 'regularly employed at the Company's plant,' Enacted this 9th day of February, 1966. Witness the Corporate Seal of the Company. Unanimously confirmed by all the Shareholders of the Company at a Special General Meeting of the Shareholders of the Company held on the 21st day of February, 1966."

License no. 26 of season 1880/81 made out to S.D. Woodruff for 36 square miles in berth no. 192

License no. 26 of season 1880/81 made out to S.D. Woodruff for 36 square miles in berth no. 192, May 27, 1880.