Evidence map›Paper›PMID 39937908›Full record

ArticleScience advances2025

Double-opponent spiking neuron array with orientation selectivity for encoding and spatial-chromatic processing.

Dingwei Li, Guolei Liu, Fanfan Li, Huihui Ren, Yingjie Tang, Yitong Chen, Yan Wang, Rui Wang, Saisai Wang, Lixiang Xing and 2 more

Abstract read
In one paragraph

Article in Science advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed.

  1. Emissive BN-Embedded Cumulenes: Synthesis and Bidirectional Photocurrent Modulation.Angewandte Chemie (International ed. in English) · 2026
    Article
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  4. Oxide Semiconductor Thin-Film Transistors for Low-Power Electronics.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  5. Article
  6. Review
  7. Article
  8. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Dingwei LiKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0009-0000-2458-0140
Guolei LiuKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0009-0009-2177-9942
Fanfan LiKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.
Huihui RenKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0009-0000-0256-5724
Yingjie TangKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0000-0002-6062-8807
Yitong ChenKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0000-0003-1986-707X
Yan WangKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0000-0002-6997-6779
Rui WangKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0000-0003-3350-4312
Saisai WangWestlake Institute for Optoelectronics, Hangzhou 311421, China.ORCID 0000-0001-8881-9720
Lixiang XingWestlake Institute for Optoelectronics, Hangzhou 311421, China.ORCID 0000-0002-4156-6313
Qi HuangWestlake Institute for Optoelectronics, Hangzhou 311421, China.ORCID 0009-0008-2502-3651
Bowen ZhuKey Laboratory of 3D Micro/Nano Fabrication and Characterization of Zhejiang Province, School of Engineering, Westlake University, Hangzhou 310024, China.ORCID 0000-0001-7534-9723

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Color spiking encoding and opponent preprocessing are critical for energy-efficient object perception in the human visual system. Emulating the retina and brain's integration of spatial and chromatic spiking signals holds promise for enhancing the efficiency of vision sensors. Here, we introduce an artificial visual neuron array that generates excitatory or inhibitory spiking responses to specific wavelengths with orientation selectivity. The neuron array can function as double-opponent receptive fields for spatial-chromatic opponent preprocessing to color signals, emulating the neural pathway from the retina to the cortex. With the color spiking preprocessing function of the neuron array, the recognition accuracy is improved almost twofold compared to direct perception of underexposure objects, and the noise robustness is also strengthened. This architecture leverages biological mechanisms for simultaneous spike encoding and antagonistic preprocessing of color information, offering the potential for highly efficient neuromorphic vision systems.

Indexed as

Action PotentialsColor PerceptionNeuronsHumansModels, NeurologicalOrientationPhotic StimulationRetinaVisual Cortex

Identifiers

PMID39937908
PMCPMC11817925

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.