Artistic　style　transfer　aims　to　transfer　artistic　styles　to　the　content　images.　Although　artistic　style　transfer　has　received　great　attention　in　recent　years,　most　existing　style　transfer　methods　are　still　limited　in　practical　applications　due　to　the　slow　transfer　speed,　such　as　difficulty　in　efficiently　processing　images　with　large　scales　(e.g.,　1024x1024　pixels).　To　address　this　issue,　we　propose　a　fast　artistic　style　transfer　method　based　on　wavelet　transforms.　Specifically,　we　utilize　the　wavelet　transform　to　compress　the　content　image　and　extract　the　low　frequency　component　of　the　content　image,　which　is　an　approximation　of　the　content　image　and　a　quarter　the　size　of　the　content　image.　We　only　stylize　the　low　frequency　component　of　the　content　image,　which　can　effectively　accelerate　the　style　transfer.　Experimental　results　demonstrate　that　our　method　can　generate　high　quality　stylized　images　with　high　efficiency.　　©　2023　IEEE.