High-performance thin-walled components are critical and urgently needed parts in fields such as aerospace, boasting broad application prospects. Spinning technology has emerged as an effective technical pathway for the integrated manufacturing and performance enhancement of such components. However, these components are frequently manufactured from hard-to-deform materials, which makes them prone to defects such as wrinkling, cracking, and poor mold conformity during the spinning process due to significant uneven deformation. These challenges constrain the highperformance manufacturing and application of these components. In recent years, to improve their formability, research has progressively introduced various energy fields including electric, magnetic, ultrasonic, and laser into the spinning process, leading to extensive studies on multi-energy field assisted forming. This paper reviews the research progress in applying multi-energy fields to achieve high-performance manufacturing in the spinning of thin-walled components. Firstly, it compares the mechanisms of different energy fields on hard-to-deform materials and their influence on the spinning process and forming quality. Subsequently, it analyzes the key finite element modeling technologies related to the multi-energy field assisted spinning process. Finally, based on the comparative analysis, the advantages and limitations of each energy field in spinning are summarized, and the remaining challenges along with future development directions for multi-energy field assisted spinning technology of high-performance thin-walled components are discussed.