Neuromorphic vision systems (NVSs) that integrate perception and computing functions are important for edge intelligence. However, the existing implementations suffer from narrow spectral selectivity, the lack of wavelength-programmable functionality, and the architectural separation between perception and processing. Herein, inspired by the broad spectral perception of the American bullfrog's retina-pigment epithelium, we present a SnSe2/organic semiconductor heterostructure photonic synaptic transistor. The photonic synaptic transistor exhibits wavelength-dependent duality, operating as a sensitive photodetector under ultraviolet (UV) illumination while exhibiting tunable synaptic plasticity under visible and near-infrared (NIR) illumination. The wavelength-dependent reconfigurability is enabled by engineered type-II band alignment, material absorption characteristics, and interfacial physical mechanisms. Furthermore, the device achieves a low energy consumption of 17 fJ per synaptic event at a low operating voltage of 0.001 V. By exploiting the wavelength-dependent synaptic characteristics of the device, reservoir computing (RC) is further employed to establish an integrated sensing-computing NVS. Attributed to the preprocessing capability of the device, the NVS achieves a facial recognition accuracy of ~92.7%, higher than that obtained without preprocessing. Eliminating external optical filtering and preprocessing circuits, this study demonstrates the potential of efficient wavelength-programmable neuromorphic vision for autonomous applications.
| [1] |
John RA, Demirag Y, Shynkarenko Y, et al. Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing. Nat Commun. 2022; 13(1): 2074.
|
| [2] |
Lin YH, Wang WX, Li RL, et al. Multifunctional optoelectronic memristor based on CeO2/MoS2 heterojunction for advanced artificial synapses and bionic visual system with nociceptive sensing. Nano Energy. 2024; 121:109267.
|
| [3] |
Zhang JY, Guo P, Guo ZY, et al. Retina-inspired artificial synapses with ultraviolet to near-infrared broadband responses for energy-efficient neuromorphic visual systems. Adv Funct Mater. 2023; 33(32):2302885.
|
| [4] |
Chen S, Lou Z, Chen D, Shen GZ. An artificial flexible visual memory system based on an UV-motivated memristor. Adv Mater. 2018; 30(7):1705400.
|
| [5] |
Pearson J. The human imagination: the cognitive neuroscience of visual mental imagery. Nat Rev Neurosci. 2019; 20(10): 624-634.
|
| [6] |
Fu JT, Nie CB, Sun FY, Li G, Shi H, Wei X. Bionic visual-audio photodetectors with in-sensor perception and preprocessing. Sci Adv. 2024; 10(7):eadk8199.
|
| [7] |
Bracci S, Op de Beeck HP. Understanding human object vision: a picture is worth a thousand representations. Annu Rev Psychol. 2023; 74(1): 113-135.
|
| [8] |
Ouyang BS, Wang JL, Zeng G, et al. Bioinspired in-sensor spectral adaptation for perceiving spectrally distinctive features. Nat Electron. 2024; 7(8): 705-713.
|
| [9] |
Mu G, Lin YY, Fu KR, Tang X. Infrared visualized snakes-inspired artificial vision systems with CMOS sensors-integrated upconverters. Light Sci Appl. 2025; 14(1): 282.
|
| [10] |
Schott RK, Perez L, Kwiatkowski MA, Imhoff V, Gumm JM. Evolutionary analyses of visual opsin genes in frogs and toads: diversity, duplication, and positive selection. Ecol Evol. 2022; 12(2):e8595.
|
| [11] |
Xie PS, Xu YC, Wang JW, et al. Birdlike broadband neuromorphic visual sensor arrays for fusion imaging. Nat Commun. 2024; 15(1): 8298.
|
| [12] |
Huang M, Liu X, Yu FH, et al. Plasmon-enhanced optoelectronic graded neurons for dual-waveband image fusion and motion perception. Adv Mater. 2025; 37(4):2412993.
|
| [13] |
Jiang JD, Xiao W, Li X, et al. Hardware-level image recognition system based on ZnO photo-synapse array with the self-denoising function. Adv Funct Mater. 2024; 34(19):2313507.
|
| [14] |
Zhou ZY, Wang LL, Liu GJ, et al. A facile photonics reconfigurable memristor with dynamically allocated neurons and synapses functions. Light Sci Appl. 2025; 14(1): 269.
|
| [15] |
Feng SY, Li JX, Feng LZ, et al. Dual-mode conversion of photodetector and neuromorphic vision sensor via bias voltage regulation on a single device. Adv Mater. 2023; 35(49):2308090.
|
| [16] |
Indiveri G, Liu SC. Memory and information processing in neuromorphic systems. Proc IEEE. 2015; 103(8): 1379-1397.
|
| [17] |
Yan XB, Zhao JH, Liu S, et al. Memristor with Ag-cluster-doped TiO2 films as artificial synapse for neuroinspired computing. Adv Funct Mater. 2018; 28(1):1705320.
|
| [18] |
Wang Y, Yin L, Huang W, et al. Optoelectronic synaptic devices for neuromorphic computing. Adv Intell Syst. 2021; 3(1):2000099.
|
| [19] |
Sun B, Guo T, Zhou GD, et al. Synaptic devices based neuromorphic computing applications in artificial intelligence. Mater Today Phys. 2021; 18:100393.
|
| [20] |
Gao HY, Jiang XY, Ma XY, et al. Bio-inspired mid-infrared neuromorphic transistors for dynamic trajectory perception using PdSe2/pentacene heterostructure. Nat Commun. 2025; 16(1): 5241.
|
| [21] |
Xu YJ, Shi XY, Zhang YS, et al. Epitaxial nucleation and lateral growth of high-crystalline black phosphorus films on silicon. Nat Commun. 2020; 11(1): 1330.
|
| [22] |
Chen C, Yin L, Zhang RC, et al. Growth of single-crystal black phosphorus and its alloy films through sustained feedstock release. Nat Mater. 2023; 22(6): 717-726.
|
| [23] |
Liu J, Du F, Wu LM, et al. Ferroelectric-configured in-sensor dynamic computing with 2D perovskites for dim object recognition. Adv Mater. 2026; 38(10):e20823.
|
| [24] |
Zhao ZJ, Hu ZJ, Deng M, et al. Bias-switchable photodetection and photosynapse dual-functional devices based on 2D perovskite/organic heterojunction for imaging-to-recognition conversion. Adv Mater. 2025; 37(5):2416033.
|
| [25] |
Wang Y, Gou SF, Dong XQ, et al. A biologically inspired artificial neuron with intrinsic plasticity based on monolayer molybdenum disulfide. Nat Electron. 2025; 8(8): 680-688.
|
| [26] |
Liu L, Peng G, Zhang MR, et al. Two-dimensional MoS2-based anisotropic synaptic transistor for neuromorphic computing by localized electron beam irradiation. Adv Sci. 2024; 11(45):2408210.
|
| [27] |
Zhou X, Gan L, Tian WM, et al. Ultrathin SnSe2 flakes grown by chemical vapor deposition for high-performance photodetectors. Adv Mater. 2015; 27(48): 8035-8041.
|
| [28] |
Gonzalez JM, Oleynik II. Layer-dependent properties of SnS2 and SnSe2 two-dimensional materials. Phys Rev B. 2016; 94(12):125443.
|
| [29] |
Yoo C, Han SS, Lee CW, et al. Piezostrain-driven bidirectional enhancement of optical synaptic plasticity in wafer-scale co-phased tin selenide layers. Nano Lett. 2024; 25(1): 106-114.
|
| [30] |
Feng YY, Bai H, An MY, Wu YK, Wang X. Density functional theory study of the electronic and optical properties of SnSe2/MoSe2 heterostructures under strain and electric field: implications for optoelectronic devices. ACS Appl Nano Mater. 2023; 6(17): 15795-15806.
|
| [31] |
Murali K, Majumdar K. Self-powered, highly sensitive, high-speed photodetection using ITO/WSe2/SnSe2 vertical heterojunction. IEEE Trans Electron Devices. 2018; 65(10): 4141-4148.
|
| [32] |
Li C, Yan X, Song XF, et al. WSe2/MoS2 and MoTe2/SnSe2 van der Waals heterostructure transistors with different band alignment. Nanotechnology. 2017; 28(41):415201.
|
| [33] |
Zhang F, Shi H, Yu YL, et al. Dynamic band-alignment modulation in MoTe2/SnSe2 heterostructure for high performance photodetector. Adv Opt Mater. 2024; 12(16):2303088.
|
| [34] |
Reuter TE, White RH, Wald G. Rhodopsin and porphyropsin fields in the adult bullfrog retina. J Gen Physiol. 1971; 58(4): 351-371.
|
| [35] |
Corbo JC. Vitamin A1/A2 chromophore exchange: its role in spectral tuning and visual plasticity. Dev Biol. 2021; 475: 145-155.
|
| [36] |
Enright JM, Toomey MB, Sato S, et al. Cyp27c1 red-shifts the spectral sensitivity of photoreceptors by converting vitamin A1 into A2. Curr Biol. 2015; 25(23): 3048-3057.
|
| [37] |
Huang Y, Sutter E, Parkinson BA, Sutter P. High mobility, high carrier density SnSe2 field-effect transistors with ultralow subthreshold swing and gate-controlled photoconductance switching. Adv Electron Mater. 2025; 11(7):2400691.
|
| [38] |
Lee J, Duong NT, Bang S, et al. Modulation of junction modes in SnSe2/MoTe2 broken-gap van der Waals heterostructure for multifunctional devices. Nano Lett. 2020; 20(4): 2370-2377.
|
| [39] |
Fernandes JD, Macedo WC, Vieira DH, Furini LN, Alves N. Determination of the supramolecular arrangement of Dinaphtho[2,3-b:2′,3′-f]thieno[3,2-b]thiophene films fabricated by physical vapor deposition and possible implications for electronic devices. Thin Solid Films. 2023; 772:139808.
|
| [40] |
Bhardwaj BS, Sam RT, Umakoshi T, et al. Probing inter-molecular interactions of dinaphthothienothiophene (DNTT) molecules in a transistor device using low-frequency raman spectroscopy. Appl Phys Express. 2020; 13(2): 022010.
|
| [41] |
Bhardwaj BS, Sugiyama T, Namba N, et al. Raman spectroscopic studies of dinaphthothienothiophene (DNTT). Materials. 2019; 12(4): 615.
|
| [42] |
Wang Y, Sun Y, Liu J. Catalytic effect of nano-thick gold electrodes on p-doping of diselenides during annealing process. Nanotech Precis Eng. 2025; 8(3): 033006.
|
| [43] |
Pan QN, Li TT, Zhang DZ. Ammonia gas sensing properties and density functional theory investigation of coral-like Au-SnSe2 Schottky junction. Sens Actuators B Chem. 2021; 332:129440.
|
| [44] |
On S, Kim YJ, Lee HK, Yoo H. Ambipolar and anti-ambipolar thin-film transistors from edge-on small-molecule heterostructures. Appl Surf Sci. 2021; 542:148616.
|
| [45] |
Shaharukh SK, Panigrahi D, Sangwan SK, Dhar A. Electron trapping group induced enhancement in photoresponses of organic field-effect transistors. ACS Appl Electron Mater. 2023; 5(11): 6469-6476.
|
| [46] |
Guo T, Zhang BZ, Wang XY, et al. Broadband optoelectronic synapse enables compact monolithic neuromorphic machine vision for information processing. Adv Funct Mater. 2023; 33(49):2303879.
|
| [47] |
Guo PW, Jia MM, Guo D, Wang ZL, Zhai JY. Retina-inspired in-sensor broadband image preprocessing for accurate recognition via the flexophototronic effect. Matter. 2023; 6(2): 537-553.
|
| [48] |
Huang W, Hang PJ, Wang Y, et al. Zero-power optoelectronic synaptic devices. Nano Energy. 2020; 73:104790.
|
| [49] |
Hou YX, Li Y, Zhang ZC, et al. Large-scale and flexible optical synapses for neuromorphic computing and integrated visible information sensing memory processing. ACS Nano. 2021; 15(1): 1497-1508.
|
| [50] |
Zhang YC, Wang B, Han Z, et al. Bidirectional photoresponse in a mixed-dimensional MoS2/Ge heterostructure and its optic-neural synaptic behavior for colored pattern recognition. ACS Photonics. 2023; 10(5): 1575-1582.
|
| [51] |
Chen L, Li RL, Yuan SL, et al. Fiber-shaped artificial optoelectronic synapses for wearable visual-memory systems. Matter. 2023; 6(3): 925-939.
|
| [52] |
Li Y, Wang JH, Yang Q, Shen GZ. Flexible artificial optoelectronic synapse based on lead-free metal halide nanocrystals for neuromorphic computing and color recognition. Adv Sci. 2022; 9(22):2202123.
|
| [53] |
Yao J, Wang QN, Zhang Y, et al. Ultra-low power carbon nanotube/porphyrin synaptic arrays for persistent photoconductivity and neuromorphic computing. Nat Commun. 2024; 15(1): 6147.
|
| [54] |
Liu ZH, Wang Y, Zhang YM, et al. Harnessing defects in SnSe film via photo-induced doping for fully light-controlled artificial synapse. Adv Mater. 2025; 37(4):2410783.
|
| [55] |
Zheng YT, Li YR, Zhuang RS, et al. Towards 26% efficiency in inverted perovskite solar cells via interfacial flipped band bending and suppressed deep-level traps. Energ Environ Sci. 2024; 17(3): 1153-1162.
|
| [56] |
Che MQ, Li YH, Wang B, et al. High-efficiency self-powered broadband photodetector based on PtSe2/MoSe2 heterojunction. ACS Photonics. 2024; 11(4): 1693-1702.
|
| [57] |
Yi OY, Zhang CY, Wang J, et al. Gate-tunable dual-mode optoelectronic device for self-powered photodetector and optoelectronic synapse. Adv Sci. 2025; 12(17):2416259.
|
| [58] |
Yim W, Nguyen V, Phung QT, et al. Imaging spatial distribution of photogenerated carriers in monolayer MoS2 with kelvin probe force microscopy. ACS Appl Mater Interfaces. 2022; 14(22): 26295-26302.
|
| [59] |
Andrade PHM, Volkringer C, Loiseau T, Tejeda A, Hureau M, Moissette A. Band gap analysis in MOF materials: distinguishing direct and indirect transitions using UV-vis spectroscopy. Appl Mater Today. 2024; 37:102094.
|
| [60] |
Wang J, Yang B, Dai SL, et al. Weak light-stimulated synaptic transistors based on MoS2/organic semiconductor heterojunction for neuromorphic computing. Adv Mater Technol. 2023; 8(16):2300449.
|
| [61] |
Ma JL, Zhang F, Xing YK, et al. Self-powered UV dual-band photodetector based on Cs2BiCl6/GaN heterojunction for logical operation and encrypted photo-communication. Adv Sci. 2025; 12(28):2503498.
|
| [62] |
Park HL, Kim H, Lim D, et al. Retina-inspired carbon nitride-based photonic synapses for selective detection of UV light. Adv Mater. 2020; 32(11):1906899.
|
| [63] |
Wang S, Chen H, Liu TH, et al. Retina-inspired organic photonic synapses for selective detection of SWIR light. Angew Chem Int Ed. 2023; 62(6):e202213733.
|
| [64] |
Khan T, Kandar S, Ali S, Singh P, Horng RH, Singh R. Selective UV sensing for energy-efficient UV-A artificial synapses using a ZnO/ZnGa2O4 heterojunction diode. Small. 2025; 21(16):2500098.
|
| [65] |
Ermolaev GA, Yakubovsky DI, El-Sayed MA, et al. Broadband optical constants and nonlinear properties of SnS2 and SnSe2. Nanomaterials. 2022; 12(1): 141.
|
| [66] |
Pei MJ, Zhu Y, Liu SY, et al. Power-efficient multisensory reservoir computing based on Zr-doped HfO2 memcapacitive synapse arrays. Adv Mater. 2023; 35(41):2305609.
|
| [67] |
Qi ZY, Mi LJ, Qian HR, Zheng W, Guo Y, Chai Y. Physical reservoir computing based on nanoscale materials and devices. Adv Funct Mater. 2023; 33(43):2306149.
|
| [68] |
Liu KQ, Zhang T, Dang BJ, et al. An optoelectronic synapse based on α-In2Se3 with controllable temporal dynamics for multimode and multiscale reservoir computing. Nat Electron. 2022; 5(11): 761-773.
|
Rights & permissions
2026 The Author(s). InfoMat published by UESTC and John Wiley & Sons Australia, Ltd.