Though there are numerous Halloween dog parades across the country, very few are as famous as the one held at New York City's Tompkins Square Park. Now in its 24th year, the annual pageant that doubles up as a fundraiser is one of the most competitive dog events in the world, with owners going through incredible efforts and expense to don their best friends in the most unique Halloween costumes.