yangdeng-EML / ML_MM_BenchmarkLinks
3 physical problems + multiple ML architectures benchmarking
☆14Updated 3 years ago
Alternatives and similar repositories for ML_MM_Benchmark
Users that are interested in ML_MM_Benchmark are comparing it to the libraries listed below
Sorting:
- 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
- This is the SUTD PRT dataset for Metasurface Machine Learning☆21Updated 2 years ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆190Updated 3 years ago
- ☆38Updated 4 years ago
- ☆11Updated last year
- PyTorch implementation of tandem neural networks.☆22Updated 4 years ago
- GAN-enabled metasuraface design☆62Updated 4 years ago
- ☆15Updated 4 years ago
- Code for inverse design of metasurface☆18Updated last year
- Generating metasurface layout and simulating metalens as the superposition of the point source☆27Updated last year
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆115Updated 2 years ago
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆13Updated 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
- Inverse design of metasurface with non-local interations☆40Updated 2 years ago
- 深度学习加超表面文献☆33Updated 3 years ago
- Inverse design of nanophotonic devices using generative adversarial networks☆11Updated 2 years ago
- Cyclical Deep Learning Implementation for Simultaneous Inverse and Forward Design of Nanophotonic Metasurfaces☆14Updated last year
- FDTD Solutions Script Library for Metasurface Holographic (FSMH)☆36Updated 4 years ago
- ☆13Updated 6 months ago
- Global optimization based on generative neural networks☆116Updated 3 years ago
- (Tensorflow Version) D-Flat is a forward and inverse design framework for flat optics. Although specially geared for the design of metasu…☆82Updated last year
- ☆11Updated 5 years ago
- Implementation of discrete version of GS-algorithm for metasurface holography☆12Updated 5 years ago
- PhD research project on applying Deep Learning method to perform microstructural inverse design.☆11Updated 3 years ago
- ☆14Updated 2 years ago
- code for Large area optimization of meta-lens via data-free machine learning☆24Updated 2 years ago
- ☆13Updated 3 years ago
- ☆12Updated 3 years ago
- A method of machine-learning aided design (MLAD) is proposed for accelerated design and synthesis of multi-beam metasurface antennas.☆60Updated last year
- Inverse design of metasurface using Generative Adversarial Neural Network☆10Updated 3 years ago