Systems and methods are described for determining quality attributes of raw material of textile. According to an embodiment the for determining quality attributes of raw material of textile can include a processor coupled with a memory, the memory storing instructions executable by the processor to: receive one or more images of said raw material captured by an imaging device; enhance one or more features of said received one or more images by varying dynamic range of said one or more features of said received one or more images to obtain dynamically enhanced one or more images; extract values of one or more attributes of said enhanced one or more images, wherein said one or more attributes includes any or combination of staple length, fibre fineness, short fibre content, yarn hairiness, yarn count, yarn elongation, maturity and moisture content; and compare the extracted values with reference attribute values stored in a first database, wherein quality of said raw material is determined based on comparison of the extracted values with the reference attribute values.