Convolution

Open-source projects categorized as Convolution
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Language: + Python + C++ + C + Jupyter Notebook + Go + Haskell + Nim + Java + Rust
Topics: Deep Learning Machine Learning Image processing Cnn Dsp
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Top 23 Convolution Open-Source Projects

  • MNN

    MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba

    • Project mention: [D][R] Deploying deep models on memory constrained devices | /r/MachineLearning | 2023-10-03

    However, I am looking on this subject through the problem of training/finetuning deep models on the edge devices, being increasingly available thing to do. Looking at tflite, alibaba's MNN, mit-han-lab's tinyengine etc..

  • imaging

    Imaging is a simple image processing package for Go

    • Project mention: Seeking advice on monetizing an open-source Golang-based video transcoding project developed during university | /r/golang | 2023-06-04

    There are a number of projects using manipulation libraries like https://github.com/disintegration/imaging which is already MIT licensed, and then there are various transcoders which I am unfamiliar with, but you will want to consider if you add enough value to make use of those unimportant to the decision to pay.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • VkFFT

    Vulkan/CUDA/HIP/OpenCL/Level Zero/Metal Fast Fourier Transform library

    • Project mention: [P] - VkFFT now supports quad precision (double-double) FFT computation on GPU | /r/MachineLearning | 2023-09-27

    Hello, I am the creator of the VkFFT - GPU Fast Fourier Transform library for Vulkan/CUDA/HIP/OpenCL/Level Zero and Metal. In the latest update, I have added support for quad-precision double-double emulation for FFT calculation on most modern GPUs. I understand that modern ML is going in the opposite low-precision direction, but I still think that it may be useful to have this functionality at least for some prototyping and development of concepts.

  • RootlessJamesDSP

    An implementation of the system-wide JamesDSP audio processing engine for non-rooted Android devices

    • Project mention: [Suggestion] Remove screen capture restriction on Spotify | /r/xManagerApp | 2023-12-09

  • JamesDSPManager

    Audio DSP effects build on Android system framework layer. This is a repository contains a pack of high quality DSP algorithms specialized for audio processing.

  • rocket

    ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels (by angus924)

  • massiv

    Efficient Haskell Arrays featuring Parallel computation

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • minirocket

    MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification

  • laser

    The HPC toolbox: fused matrix multiplication, convolution, data-parallel strided tensor primitives, OpenMP facilities, SIMD, JIT Assembler, CPU detection, state-of-the-art vectorized BLAS for floats and integers (by mratsim)

    • Project mention: From slow to SIMD: A Go optimization story | news.ycombinator.com | 2024-01-23

    It depends.

    You need 2~3 accumulators to saturate instruction-level parallelism with a parallel sum reduction. But the compiler won't do it because it only creates those when the operation is associative, i.e. (a+b)+c = a+(b+c), which is true for integers but not for floats.

    There is an escape hatch in -ffast-math.

    I have extensive benches on this here: https://github.com/mratsim/laser/blob/master/benchmarks%2Ffp...

  • sharpened-cosine-similarity

    An alternative to convolution in neural networks

  • jdsp

    A Java Library for Digital Signal Processing

  • etl

    Blazing-fast Expression Templates Library (ETL) with GPU support, in C++ (by wichtounet)

  • convolution-vision-transformers

    PyTorch Implementation of CvT: Introducing Convolutions to Vision Transformers

    • Project mention: has anyone here implemented Convolutional Vision Transformer (CvT)? | /r/pytorch | 2023-05-16

  • numpower

    PHP library for efficient scientific computing and array manipulation with GPU support

    • Project mention: NumPower Was Recently Released for PHP | /r/learnmachinelearning | 2023-07-28

    Github: https://github.com/NumPower/numpower

  • CoordConv

    Pytorch implementation of "An intriguing failing of convolutional neural networks and the CoordConv solution" - https://arxiv.org/abs/1807.03247 (by walsvid)

  • pyTsetlinMachine

    Implements the Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, Weighted Tsetlin Machine, and Embedding Tsetlin Machine, with support for continuous features, multigranularity, clause indexing, and literal budget

  • tmu

    Implements the Tsetlin Machine, Coalesced Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, and Weighted Tsetlin Machine, with support for continuous features, drop clause, Type III Feedback, focused negative sampling, multi-task classifier, autoencoder, literal budget, and one-vs-one multi-class classifier. TMU is written in Python with wrappers for C and CUDA-based clause evaluation and updating.

    • Project mention: Tsetlin machine – the other AI toolbooks | news.ycombinator.com | 2023-12-09

  • realbloom

    🌠 Bloom Simulation Software for Windows

  • hydra

    HYDRA: Competing convolutional kernels for fast and accurate time series classification (by angus924)

  • Convolution-From-Scratch

    Implementation of the generalized 2D convolution with dilation from scratch in Python and NumPy

  • CNN-Filter-DB

    A database of over 1.4 billion 3x3 convolution filters extracted from hundreds of diverse CNN models with relevant meta information (CVPR 2022 ORAL)

    • Project mention: CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters (CVPR 2022 Oral) | /r/LearningMachines | 2023-07-08

    Repo & dataset: https://github.com/paulgavrikov/CNN-Filter-DB

  • image-conv

    Rust library for image convolution.

  • vectorized_convolution

    Vectorized 2D Convolution in NumPy

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Convolution related posts

Index

What are some of the best open-source Convolution projects? This list will help you:

Project Stars
1 MNN 8,293
2 imaging 5,070
3 VkFFT 1,441
4 RootlessJamesDSP 729
5 JamesDSPManager 462
6 rocket 399
7 massiv 382
8 minirocket 267
9 laser 261
10 sharpened-cosine-similarity 247
11 jdsp 232
12 etl 211
13 convolution-vision-transformers 210
14 numpower 146
15 CoordConv 141
16 pyTsetlinMachine 121
17 tmu 108
18 realbloom 100
19 hydra 38
20 Convolution-From-Scratch 35
21 CNN-Filter-DB 28
22 image-conv 8
23 vectorized_convolution 6

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