The flower particularly associated with the Cherry Blossom Festival in Japan is the sakura. The blooming of cherry blossoms signifies the arrival of spring and is celebrated with various festivities, including picnics under the trees. This cultural tradition highlights the beauty of nature and evokes a sense of renewal and reflection in Japanese culture.