Artificial skin, endowed with the capability to perceive thermal stimuli without physical contact, will bring innovative interactive experiences into smart robotics and augmented reality. The implementation of touchless thermosensation, responding to both hot and cold stimuli, relies on the construction of a flexible infrared detector operating in the long‐wavelength infrared range to capture the spontaneous thermal radiation. This imposes rigorous requirements on the photodetection performance and mechanical flexibility of the detector. Herein, we present a flexible and wearable infrared detector, on basis of the photothermoelectric coupling of the tellurium‐based thermoelectric multilayer film and the infrared‐absorbing polyimide substrate. By suppressing the optical reflection loss and aligning the destructive interference position with the absorption peak of polyimide, the fabricated thermopile detector exhibits high sensitivity to the thermal radiation over a broad source temperature range from –50 to 110 °C, even capable of resolving 0.05 °C temperature change. Spatially‐resolved radiation distribution sensing is also achieved by constructing an integrated thermopile array. Furthermore, we demonstrate an established temperature pre‐warning system for soft robotic gripper, enabling the identification of noxious thermal stimuli in a contactless manner. This work offers a feasible strategy to integrate the infrared detection technique into the sensory modality of electronic skin.This article is protected by copyright. All rights reserved