Sengokuhara Choanji Temple is a popular spot for its autumn foliage and its 500 Arhat statues. It is also a Soto Zen temple with many flowers that is one of the "100 Flower Temples in the East". The purple flowers called iwashajin bloom beautifully around October.
Check the official website for the latest information.
Free of charge