The present invention provides a quinoline derivative, and preparation methods and uses thereof; specifically, the present invention relates to a quinoline derivative of Formula (I) or a stereoisomer, an N-oxide and a salt thereof, their preparation methods, and their uses as pesticides, forms of a pesticide composition thereof, and methods of controlling pests by using these compounds or compositions in agriculture or gardens; wherein R