ydeng-MLM / ML_MM_Benchmark
3 physical problems + multiple ML architectures benchmarking
☆10Updated 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
- PyTorch implementation of tandem neural networks.☆19Updated 3 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 2 years ago
- This is the SUTD PRT dataset for Metasurface Machine Learning☆16Updated last year
- GAN-enabled metasuraface design☆57Updated 4 years ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆147Updated 2 years ago
- Inverse design of metasurface with non-local interations☆35Updated last year
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆12Updated 2 years ago
- Inverse design of nanophotonic devices using generative adversarial networks☆10Updated 2 years ago
- ☆27Updated 3 years ago
- ☆13Updated 3 years ago
- Cyclical Deep Learning Implementation for Simultaneous Inverse and Forward Design of Nanophotonic Metasurfaces☆9Updated 10 months ago
- Adjoint-based optimization and inverse design of photonic devices.☆12Updated 5 years ago
- Design code of 1D free-from deflector metasurface☆18Updated last year
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆64Updated last year
- Training neural networks for inverse design of nanophotonic gratings.☆14Updated 3 years ago
- ☆11Updated 2 years ago
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆89Updated last year
- Generating metasurface layout and simulating metalens as the superposition of the point source☆24Updated last year
- Automated Metasurface Design by Machine Learning☆13Updated 4 years ago
- Global optimization based on generative neural networks☆103Updated 2 years ago
- ☆28Updated 3 years ago
- "Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy…☆29Updated 3 years ago
- 深度学习加超表面文献☆23Updated 2 years ago
- Meta_SCMT is a software to inverse design large-area dielectric metasurface. The key factor that differentiates the Meta_SCMT from curren…☆43Updated last year
- FDTD Solutions Script Library for Metasurface Holographic (FSMH)☆28Updated 3 years ago
- code for Large area optimization of meta-lens via data-free machine learning☆17Updated last year
- ☆10Updated 2 years ago
- A method of machine-learning aided design (MLAD) is proposed for accelerated design and synthesis of multi-beam metasurface antennas.☆24Updated 4 months ago
- Inverse design of metasurface using Generative Adversarial Neural Network☆10Updated 2 years ago
- ☆13Updated 2 years ago