BensonRen / AEM_DIM_BenchLinks
Repo for paper "Inverse deep learning methods and benchmarks for artificial electromagnetic material design"
☆17Updated 3 years ago
Alternatives and similar repositories for AEM_DIM_Bench
Users that are interested in AEM_DIM_Bench are comparing it to the libraries listed below
Sorting:
- Predicting spectral emissivity of particles from a given material and geometry using decision trees and random forest.☆9Updated 4 years ago
- 3 physical problems + multiple ML architectures benchmarking☆11Updated 2 years ago
- PyTorch implementation of tandem neural networks.☆21Updated 4 years ago
- "Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy…☆31Updated 4 years ago
- Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Refe…☆21Updated 3 years ago
- Global optimization based on generative neural networks☆110Updated 2 years ago
- All the codes and data used in "Inverse design of soft materials via a deep-learning-based evolutionary strategy", by G. M. Coli, E. Boat…☆11Updated 3 years ago
- IDToolkit: A Toolkit for Benchmarking and Developing Inverse Design Algorithms in Nanophotonics, KDD'23☆12Updated last year
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆79Updated 2 years ago
- Neural Inverse Design of Nanostructures☆43Updated last year
- ☆10Updated 3 years ago
- ☆12Updated 3 years ago
- ☆30Updated 2 years ago
- ☆9Updated last year
- ☆11Updated last month
- ☆29Updated 4 years ago
- ☆32Updated 4 years ago
- Probability-density-based deep learning paradigm for the fuzzy design of functional metastructures. Research AAAS & NeurIPS ML4PS.☆21Updated 2 years ago
- Simulation and optimization of dielectric metalens with Tidy3D☆27Updated 3 years ago
- GAN-enabled metasuraface design☆60Updated 4 years ago
- Implementation of discrete version of GS-algorithm for metasurface holography☆12Updated 5 years ago
- Inverse design of metasurface with non-local interations☆38Updated last year
- SmartGlass (SG) is a python implementation of a diffractive optical neural network. Currently, it supports training an all-optical classi…☆43Updated 2 years ago
- Code for inverse design of metasurface☆14Updated last year
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆167Updated 3 years ago
- code for Large area optimization of meta-lens via data-free machine learning☆21Updated last year
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆104Updated last year
- 涡旋光的产生与检测方法:拉盖尔-高斯光束,贝塞尔-高斯光束,环形☆22Updated 4 years ago
- This is the SUTD PRT dataset for Metasurface Machine Learning☆17Updated 2 years ago
- Automated Metasurface Design by Machine Learning☆16Updated 4 years ago