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A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

1,316 150 Updated Sep 13, 2024

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

Python 5,500 914 Updated Oct 19, 2023

Elucidating the Design Space of Diffusion-Based Generative Models (EDM)

Python 1,316 138 Updated Mar 16, 2024

Animation engine for explanatory math videos

Python 63,038 5,838 Updated Oct 4, 2024

Transformer: PyTorch Implementation of "Attention Is All You Need"

Python 2,868 424 Updated Aug 6, 2024

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

Jupyter Notebook 47,011 5,565 Updated Sep 18, 2024

Official implementation of the CVPR 2022 Paper "Neural RGB-D Surface Reconstruction"

Python 584 59 Updated Jun 13, 2022

Official implementation for Tetra-NeRF paper - NeRF represented as triangulation of input point cloud.

Python 273 14 Updated Sep 26, 2024

[CVPR 2024] Official PyTorch implementation of SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering

C++ 2,177 164 Updated Sep 24, 2024

[SIGGRAPH Asia'24 & TOG] Gaussian Opacity Fields: Efficient Adaptive Surface Reconstruction in Unbounded Scenes

Python 688 34 Updated Sep 11, 2024

COLMAP - Structure-from-Motion and Multi-View Stereo

C++ 7,528 1,504 Updated Oct 7, 2024

A lecture note for understanding deep learning

Jupyter Notebook 174 20 Updated Jul 24, 2024

A Code Release for Mip-NeRF 360, Ref-NeRF, and RawNeRF

Python 3,623 341 Updated Dec 8, 2023

SAM with text prompt

Jupyter Notebook 1,572 169 Updated Sep 23, 2024

This is the official repo for the implementation of NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-view Images.

Python 155 8 Updated Nov 5, 2023

Volume rendering based surface reconstruction using Unsigned Distance Fields

Python 278 11 Updated Feb 3, 2024

A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.

Python 5,419 1,052 Updated Jul 25, 2024

Code release for NeuS

Python 1,565 211 Updated Feb 28, 2024
Jupyter Notebook 5 Updated Apr 17, 2024

[ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values

Python 19 Updated Feb 22, 2024

This is the homepage of a new book entitled "Mathematical Foundations of Reinforcement Learning."

MATLAB 3,558 476 Updated Oct 1, 2024

CAM', 'ScoreCAM', 'SSCAM', 'ISCAM' 'GradCAM', 'GradCAMpp', 'SmoothGradCAMpp', 'XGradCAM', 'LayerCAM' using by PyTorch.

65 12 Updated Oct 12, 2021

PyFR

Python 434 198 Updated Sep 30, 2024

A differentiable PDE solving framework for machine learning

Python 1,436 192 Updated Oct 7, 2024

Official Cantera Website

Python 14 26 Updated Mar 8, 2024

An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

Python 3,935 350 Updated Aug 1, 2024

Kolmogorov Arnold Networks

Jupyter Notebook 14,768 1,351 Updated Sep 15, 2024

Examples implementing physics-informed neural networks (PINN) in Pytorch

Python 50 12 Updated Aug 13, 2021
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