Abstract Wafer-scale and low-voltage operation are essential for practical artificial vision hardware. Here, we report a wafer-scale platform for artificial synapse and logic gate circuits with a yield exceeding 91%, utilizing coplanar self-aligned-gate (SAG) organic transistors that combine the narrow-bandgap semiconducting polymer DPP-DTT with a self-assembled monolayer dielectric. Coplanar SAG electrodes effectively suppress parasitic effects due to the reduction of gate-to-contact overlaps, enabling uniform transistor operation at low voltages (-6 to 2 V) across the wafer, delivering a high rectification ratio of 2.46 × 105. Under near-infrared illumination, the devices exhibit efficient phototransduction and reconfigurable modulation of synaptic plasticity between excitatory and inhibitory modes, with an ultra-low energy consumption of 5.28 fJ per event. In addition, minimal circuit configurations enable electrically driven NOT and NOR logic gates circuits as well as optical-electrical hybrid-input NOR logic operations, enabling maximize and simplifying the functionality of photosensing logic circuits. Furthermore, an artificial neural network constructed based on the SAG transistors further demonstrate the potential applications in handwritten digit recognition with a recognition accuracy of ~96% and image memory behavior. This work provides a scalable and effective path for developing low-power artificial synapses to neuromorphic artificial vision systems. Introduction Visual perception stands as a cornerstone of human information acquisition, with vision processing more than 70% of environmental data1,2. As a result, artificial vision systems play a pivotal role in contemporary society, integrating optical sensing, memory, and computation to emulate biological vision3,4,5,6,7. Optically driven artificial synapses are crucial, converting light into electrical signals and modulate synaptic weights8,9,10, thus reducing the need for photoelectric conversion circuits and simplifying system architecture11,12. In recent years, organic semiconductors like BPE-PDI13, DNTT13, PVP14, PSPMA15, PDPP4T16, and PVDF-HFP17, have emerged as favored materials for optical synaptic devices due to their tunable optoelectronic properties, ease of solution processing, and good compatibility with