News Summary

• The Pancreas four-dimensional CT data 50, NeRF synthetic dataset 4 and D-NeRF dataset 53 are publicly available.
• All other measured data are freely available upon reasonable request.
• Source data are provided with this paper.
• The code that supports the simulation in this paper and other findings of this study is available at GitHub 56 ( https.
• GitHub.com/SuperFrankyy/Memristive_Neural_Field ).
• This work advances AI-driven signal reconstruction technology and paves the way for future efficient and robust medical AI and three-dimensional vision applications.