yangdeng-EML / ML_MM_BenchmarkLinks
3 physical problems + multiple ML architectures benchmarking
☆11Updated 2 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:
- PyTorch implementation of tandem neural networks.☆20Updated 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
- ☆32Updated 4 years ago
- ☆9Updated 11 months ago
- GAN-enabled metasuraface design☆59Updated 4 years ago
- This is the SUTD PRT dataset for Metasurface Machine Learning☆16Updated 2 years ago
- Inverse design of metasurface with non-local interations☆38Updated last year
- Cyclical Deep Learning Implementation for Simultaneous Inverse and Forward Design of Nanophotonic Metasurfaces☆10Updated last year
- Inverse design of nanophotonic devices using generative adversarial networks☆11Updated 2 years ago
- Code for inverse design of metasurface☆13Updated last year
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆165Updated 3 years ago
- ☆11Updated last month
- ☆14Updated 4 years ago
- "Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy…☆31Updated 3 years ago
- ☆12Updated 2 years ago
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆102Updated last year
- A method of machine-learning aided design (MLAD) is proposed for accelerated design and synthesis of multi-beam metasurface antennas.☆38Updated 7 months ago
- 深度学习加超表面文献☆27Updated 3 years ago
- ☆29Updated 4 years ago
- Global optimization based on generative neural networks☆110Updated 2 years ago
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆79Updated 2 years ago
- This code is for of inverse design and forward prediction of disordered waveguide. Full codes updated☆11Updated 5 months ago
- Generating metasurface layout and simulating metalens as the superposition of the point source☆24Updated last year
- Adjoint-based optimization and inverse design of photonic devices.☆12Updated 5 years ago
- Automated Metasurface Design by Machine Learning☆16Updated 4 years ago
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆13Updated 3 years ago
- Optical Prediction Neural Network -- Emulating Optical Simulations with a Neural Network☆12Updated 2 years ago
- code for Large area optimization of meta-lens via data-free machine learning☆20Updated last year
- Meta_SCMT is a software to inverse design large-area dielectric metasurface. The key factor that differentiates the Meta_SCMT from curren…☆42Updated last year
- (Tensorflow Version) D-Flat is a forward and inverse design framework for flat optics. Although specially geared for the design of metasu…☆81Updated last year