ThyrixYang / IDToolkitLinks
IDToolkit: A Toolkit for Benchmarking and Developing Inverse Design Algorithms in Nanophotonics, KDD'23
☆12Updated 2 years ago
Alternatives and similar repositories for IDToolkit
Users that are interested in IDToolkit are comparing it to the libraries listed below
Sorting:
- 3 physical problems + multiple ML architectures benchmarking☆14Updated 3 years ago
- ☆22Updated last year
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆86Updated 2 years ago
- Global optimization based on generative neural networks☆117Updated 3 years ago
- A Neural Operator-based Integrated Photonic Device Simulation Framework, NeurOLight NeurIPS 2022☆49Updated 2 years ago
- PyTorch implementation of tandem neural networks.☆22Updated 4 years ago
- ☆30Updated 6 months ago
- Repo for paper "Inverse deep learning methods and benchmarks for artificial electromagnetic material design"☆18Updated 3 years ago
- ☆14Updated 7 months ago
- Code Implementation of AdjointDiffusion: a physics-guided and fabrication-aware optimization of photonic devices☆17Updated 2 months ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆196Updated 3 years ago
- ☆65Updated 2 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
- Neural operator surrogates for electromagnetic inverse design☆47Updated last year
- GAN-enabled metasuraface design☆64Updated 4 years ago
- Code for our paper 'Automatic Synthesis of Broadband Silicon Photonic Devices via Bayesian Optimization'☆15Updated last year
- ☆14Updated 3 years ago
- PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design☆30Updated 4 years ago
- Design code of 1D free-from deflector metasurface☆21Updated 2 years ago
- 📐 Workshop material for optical inverse design and automatic differentiation☆116Updated 5 years ago
- Base repository for simulation and control of photonic devices☆12Updated 2 years ago
- Official implementation of Neural Lithography (SIGGRAPH Asia 2023)☆43Updated 9 months ago
- A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes o…☆22Updated 3 years ago
- ☆24Updated this week
- ☆39Updated 4 years ago
- ☆33Updated 3 years ago
- Neural Inverse Design of Nanostructures☆45Updated 2 years ago
- Deep Bayesian Optimization for Problems with High-Dimensional Structure☆16Updated 3 years ago
- SmartGlass (SG) is a python implementation of a diffractive optical neural network. Currently, it supports training an all-optical classi…☆47Updated 2 years ago
- Training neural networks for inverse design of nanophotonic gratings.☆19Updated 4 years ago