LibRapidRust
Similari
LibRapidRust | Similari | |
---|---|---|
1 | 8 | |
9 | 177 | |
- | 2.8% | |
6.5 | 6.6 | |
5 months ago | 21 days ago | |
Rust | Rust | |
MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
LibRapidRust
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What’s everyone working on this week (including AoC, 51/2021)?
Developing fast primes for LibRapid. About to pull an implementation of SPRP for u128. Actually looking at the source code of most of the number theory crates is abysmal.
Similari
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Similari 0.26.2: MOT framework with Python bindings
Hello, community. I have released a new version of Similari - 0.26.2.
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How to integrate DeepSORT with YOLOv8
Well, I never used the original DeepSORT implementation from the repo, but as I know you can pass any ReID to DeepSORT's predict if the metric is compatible. E.g. I have my own tracking library with DeepSORT flavor implemented. To run predict one just fill the structure like demonstrated here: https://github.com/insight-platform/Similari/blob/main/python/visual_sort.py
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Similari 0.22.4 is released
Benchmark results;
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Meet Similari - Rust multi-object tracker framework with Python Bindings
Both trackers support axis-aligned and rotated bounding boxes and work really fast (4-10 times faster than NumPy SORT depending on the number of objects in the scene).
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Kalman filter in Rust runs 120+ times faster than NumPy, SciKit implementation
Rust code (Similari framework repo): https://github.com/insight-platform/Similari/blob/main/src/utils/kalman.rs
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Similari - a high-performance framework for object trackers development
My work is broadly connected with object trackers development, recently I have had a chance to publish an open source framework for developing object trackers. The framework name is Similari, it is written in Rust, making it a high-performance and robust solution. Feature vector operations are optimized for SIMD. I wrote an introductory article on Medium that explains how to build an IoU tracker with Similari: article. Also, the project repository contains a set of examples of how to construct trackers.
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Simple IoU tracker with Similari and Rust
Several days ago, I posted the announcement about Similari - a rust framework for building tracker and similarity search engines. That post was positively accepted, but a couple of people wanted to learn more about the applicability of Similari. To fill the gap, I wrote an article on Medium where I demonstrated how to build a simple IoU tracker with Similari. I also do my best to fill the repo with useful samples - you can look at the samples directory to find how to build various trackers with the framework.
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Meet "Similari" - rusty in-memory vector similarity search engine
you can construct simple vectorwise searches, see an example, it's not as performant as HNSW but more universal;
What are some alternatives?
ctrlg - A command line context switcher, written in Rust :crab:
deep_sort - Simple Online Realtime Tracking with a Deep Association Metric
stoichkit - a toolkit for stoichiometry
hora - 🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .
wavegen-rs - Waveform generator library written in Rust
small_matrix - A simple matrix library made in Rust.
hotham - Hotham is a tool for creating incredible standalone VR games.
stackblur-iter - A fast, iterative, correct approach to Stackblur, resulting in a very smooth and high-quality output, with no edge bleeding
cpal - Cross-platform audio I/O library in pure Rust
tract - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference
sort - Simple, online, and realtime tracking of multiple objects in a video sequence.