Lit from within by lanterns, these formidable paper floats are the centerpiece of the Nebuta Matsuri, a weeklong evening festival in August and one of Japan’s biggest seasonal events.

According to the temple, Katsuo-ji became known as the “Daruma temple” about 100 years ago, around the same time the site began selling the dolls — a lucky talisman in Japan and a symbol of ...