Compared to conventional artificial vision systems, a biological visual system has an exclusive highly parallel architecture [4] that can respond directly to light stimuli and integrate adaptive detection and preprocessing functions. [5,6] Therefore, researchers have made a lot of efforts to simulate the behavior of biological visual systems using advanced devices. [7][8][9][10][11][12] This requires devices capable of converting optical signals into electrical signals over a wide spectral range with specific neuromorphic functions, such as short-term plasticity (STP), [13] longterm plasticity (LTP), [14] and paired impulse facilitation (PPF). [15] Previous reports have proposed several channel materials to achieve these functions, such as perovskite, [14,16] amorphous oxide thin film, [8,9,17] organic thin-film [18] or some 2D materials. [19] Although lightstimulated synaptic behaviors have been demonstrated, most of them [8,9,[19][20][21] are limited by the complex structures, such as the application of a floating gate, the additional trapping layer, and the integrated structures. These methods inevitably increase power consumption and limit integration. To simplify the device structure, novel mechanism is urgently needed. In addition, short-wavelength infrared (SWIR) light is less affected by atmospheric scattering than visible light, so that has a unique advantage in many important fields including night vision and all-weather imaging. Unfortunately, so far, there is hardly any photonic synaptic device that can operate in SWIR range. Different from many other semiconducting materials and most 2D materials, α-In 2 Se 3 is a 2D ferroelectric semiconductor [22,23] and can respond to SWIR light (up to 1800 nm) due to the oxygen-associated defects. [24] In addition, optical control of ferroelectric domain wall movement has been demonstrated in α-In 2 Se 3 due to its semiconductor property. [25] These limited results suggest that α-In 2 Se 3 might be promising for SWIR optical neuromorphic devices.Here, we demonstrate a novel mechanism for photonic synaptic device based on WSe 2 /In 2 Se 3 heterostructure. Using photoinduced ferroelectric polarization switching in α-In 2 Se 3 nanosheets, we realize the essential light-tunable synaptic functions such as STP, LTP, and PPF, and for the first time, the response wavelength reaches SWIR range (up to 1800 nm). We observe that the synaptic behaviors in these devices are Neuromorphic visual sensory and memory systems that can sense, learn and memorize optical information have great potential in many areas such as image recognition and autonomous driving. However, most current artificial neuromorphic vision technology is suffering from large power consumptions (>100 pJ per switching), high circuitry complexity, and difficulty in miniaturization due to the physical separation of the optic sensing, processing, and memory units. Here, a photonic neuromorphic device based on WSe 2 /In 2 Se 3 van der Waals (vdW) heterostructure is developed to meet the requirements of high-perfor...