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Related Experiment Video

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Ferroelectric-Configured In-Sensor Dynamic Computing with 2D Perovskites for Dim Object Recognition.

Jie Liu1, Fan Du1, Limin Wu1,2

  • 1College of Smart Materials and Future Energy and State Key Laboratory of Molecular Engineering of Polymers, Fudan University, Shanghai, P. R. China.

Advanced Materials (Deerfield Beach, Fla.)
|December 26, 2025
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Summary

This study introduces a novel ferroelectric photovoltaic device for advanced machine vision. It enables robust dim object recognition by dynamically computing in-sensor, improving accuracy in complex scenarios.

Keywords:
bulk photovoltaic effectferroelectric materialsin‐sensor computingobject recognitionorganic–inorganic hybrid perovskites

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Area of Science:

  • Materials Science
  • Optoelectronics
  • Artificial Intelligence

Background:

  • Machine vision systems struggle with feature extraction from dim objects in complex environments.
  • Existing optoelectronic methods often lack the dynamic adaptability required for challenging visual tasks.

Purpose of the Study:

  • To develop a reconfigurable photovoltaic device array for in-sensor dynamic computing.
  • To enhance the robustness and accuracy of dim object detection in machine vision.

Main Methods:

  • Direct synthesis of 2D perovskite ferroelectric nanoplates.
  • Fabrication of graphene/ferroelectric/graphene heterostructures for reconfigurable photovoltaics.
  • Design of a convolution kernel optoelectronic sensor array leveraging ferroelectric polarization.

Main Results:

  • Demonstrated switchable ferroelectric polarization for nonvolatile photovoltaic modulation.
  • Achieved selective amplification of local image pixel differences for edge feature extraction.
  • Significantly improved dim object detection accuracy and robustness when integrated with a convolutional neural network.

Conclusions:

  • The ferroelectric-configured photovoltaic device array offers a promising platform for advanced machine vision.
  • In-sensor dynamic computing enhances machine vision capabilities for low-contrast and dim object recognition.
  • This approach overcomes limitations of traditional static optoelectronic processing.