Thermopile infrared detector is a kind of detector device mainly composed of thermocouple as the basic unit. Because of its simple principle, it does not require cooling equipment and other unique advantages have been widely applied in various aspects of production and life. However, the absorption rate of the materials in conventional thermopile devices is poor, and the majority of them are incompatible with microfabrication methods. In this paper, a metal thermopile infrared detector with Vertical Graphene (VG) is designed and fabricated. The VG is grown via Plasma Enhanced Chemical Vapor Deposition (PECVD), VG is retained at the device's thermal ends to provide the thermopile IR detector's wideband and high response characteristics. The detector achieves a room temperature responsivity of high to 1.53 V/W at 792 nm, which can increase the response results about 28 times and reduce the response time to 0.8 ms compared to the thermopile detector without VG. After systematically measuring the response results, it was finally found that there are three main mechanisms for the response on the composite device, the first one is the response generated by the metal thermopile itself alone, the second one is the response increase eventually contributed by the VG covered at the metal thermal junction that expands the temperature difference. The last one is the response generated by the temperature gradient existing inside the VG on the surface of the device after the absorption of heat. The share of each partial response mechanism in the total response is also analyzed together. It provides a new reference direction for analyzing the response generation mechanism of thermopile detectors with other absorbing materials. The process is compatible with the microfabrication, while the device performance is enhanced and suitable for mass production. Furthermore, utilizing Surface Plasmon Resonance (SPR) to combine VG with metal nanoparticles, it is discovered that the material's light absorption is significantly enhanced under the same conditions, and the resulting thermal voltage can be increased to 6 times. The results indicate that VG has a great promise for practical applications, such as photoelectric sensing and power production devices. This technology provides a new method for fabricating high-performance thermopile infrared detectors and other sensor devices.