Raman-Lab-UCLA / Explainability_for_PhotonicsLinks
Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Reference: https://pubs.acs.org/doi/full/10.1021/acsphotonics.0c01067
☆21Updated 3 years ago
Alternatives and similar repositories for Explainability_for_Photonics
Users that are interested in Explainability_for_Photonics are comparing it to the libraries listed below
Sorting:
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆168Updated 3 years ago
- GAN-enabled metasuraface design☆62Updated 4 years ago
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆104Updated last year
- Adjoint-based optimization and inverse design of photonic devices.☆13Updated 5 years ago
- ☆9Updated last year
- Generating metasurface layout and simulating metalens as the superposition of the point source☆24Updated last year
- Meta_SCMT is a software to inverse design large-area dielectric metasurface. The key factor that differentiates the Meta_SCMT from curren…☆44Updated last year
- ☆14Updated 6 years ago
- This is the SUTD PRT dataset for Metasurface Machine Learning☆18Updated 2 years ago
- Inverse design of metasurface using Generative Adversarial Neural Network☆10Updated 2 years ago
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆13Updated 3 years ago
- PyTorch implementation of tandem neural networks.☆21Updated 4 years ago
- Automated Metasurface Design by Machine Learning☆16Updated 4 years ago
- Inverse design of metasurface with non-local interations☆38Updated last year
- FDTD Solutions Script Library for Metasurface Holographic (FSMH)☆34Updated 4 years ago
- SmartGlass (SG) is a python implementation of a diffractive optical neural network. Currently, it supports training an all-optical classi…☆44Updated 2 years ago
- code for Large area optimization of meta-lens via data-free machine learning☆23Updated last year
- RCWA simulation of metasurface library☆11Updated 2 years ago
- ☆12Updated 3 years ago
- 深度学习加超表面文献☆27Updated 3 years ago
- Simulation and optimization of dielectric metalens with Tidy3D☆27Updated 3 years ago
- ☆34Updated 4 years ago
- Cyclical Deep Learning Implementation for Simultaneous Inverse and Forward Design of Nanophotonic Metasurfaces☆12Updated last year
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆79Updated 2 years ago
- ☆14Updated 4 years ago
- ☆11Updated 5 years ago
- ☆18Updated 10 months ago
- Pytorch Unofficial implement of paper "All optical machine learning using diffractive deep neural networks" .☆110Updated 4 years ago
- Matlab library for nanophotonic inverse design☆21Updated 11 years ago
- Metamaterial lens shape discovery and optimization methods for the design of COPILOT optical instruments.☆12Updated 2 years ago