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The Top 27 Nearest Neighbor Search Open Source Projects
Categories
>
Computer Science
>
Nearest Neighbor Search
Annoy
⭐
8,157
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
Smile
⭐
5,171
Statistical Machine Intelligence & Learning Engine
Milvus
⭐
5,163
An open source embedding vector similarity search engine powered by Faiss, NMSLIB and Annoy
Mlpack
⭐
3,574
mlpack: a scalable C++ machine learning library --
Awesome Cbir Papers
⭐
1,100
📝Awesome and classical image retrieval papers
Falconn
⭐
911
FAst Lookups of Cosine and Other Nearest Neighbors (based on fast locality-sensitive hashing)
Ngt
⭐
630
Nearest Neighbor Search with Neighborhood Graph and Tree for High-dimensional Data
Soundfingerprinting
⭐
548
Open source audio fingerprinting in .NET. An efficient algorithm for acoustic fingerprinting written purely in C#.
Lopq
⭐
528
Training of Locally Optimized Product Quantization (LOPQ) models for approximate nearest neighbor search of high dimensional data in Python and Spark.
N2
⭐
456
TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast even with large datasets
Pynndescent
⭐
372
A Python nearest neighbor descent for approximate nearest neighbors
Mrpt
⭐
209
Fast and lightweight header-only C++ library (with Python bindings) for approximate nearest neighbor search
Scanns
⭐
187
A scalable nearest neighbor search library in Apache Spark
Tarsoslsh
⭐
179
A Java library implementing practical nearest neighbour search algorithm for multidimensional vectors that operates in sublinear time. It implements Locality-sensitive Hashing (LSH) and multi index hashing for hamming space.
Faiss_tips
⭐
165
Some useful tips for faiss
Vald
⭐
151
Vald. A Highly Scalable Distributed Vector Search Engine
Pgann
⭐
149
Fast Approximate Nearest Neighbor (ANN) searches with a PostgreSQL database.
Nanopq
⭐
144
Pure python implementation of product quantization for nearest neighbor search
Elastiknn
⭐
134
Elasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.
Knn Matting
⭐
129
Source Code for KNN Matting, CVPR 2012 / TPAMI 2013. MATLAB code ready to run. Simple and robust implementation under 40 lines.
Neighbor
⭐
111
Nearest neighbor search for Rails and Postgres
Rii
⭐
96
Fast and memory-efficient ANN with a subset-search functionality
Gann
⭐
75
gann(go-approximate-nearest-neighbor) is a library for Approximate Nearest Neighbor Search written in Go
Ggnn
⭐
63
GGNN: State of the Art Graph-based GPU Nearest Neighbor Search
Fast Near Duplicate Image Search
⭐
48
Fast Near-Duplicate Image Search and Delete using pHash, t-SNE and KDTree.
Pointcloudutilities
⭐
17
Utilities for point cloud processing. read ply, write ply, search nearest neighbors using octree ...
Deep Mihash
⭐
13
Code for papers "Hashing with Mutual Information" (TPAMI 2019) and "Hashing with Binary Matrix Pursuit" (ECCV 2018)
1-27 of 27 projects
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📦 78
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📦 113
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📦 80
Code Quality
📦 28
Collaboration
📦 32
Command Line Interface
📦 49
Community
📦 83
Companies
📦 60
Compilers
📦 63
Computer Science
📦 80
Configuration Management
📦 42
Content Management
📦 175
Control Flow
📦 213
Data Formats
📦 78
Data Processing
📦 276
Data Storage
📦 135
Economics
📦 64
Frameworks
📦 215
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
Messaging
📦 98
Networking
📦 315
Operating Systems
📦 89
Operations
📦 121
Package Managers
📦 55
Programming Languages
📦 245
Runtime Environments
📦 100
Science
📦 42
Security
📦 396
Social Media
📦 27
Software Architecture
📦 72
Software Development
📦 72
Software Performance
📦 58
Software Quality
📦 133
Text Editors
📦 49
Text Processing
📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
Virtualization
📦 71
Web Browsers
📦 42
Web Servers
📦 26
Web User Interface
📦 210