Similari
LibRapidRust
Similari | LibRapidRust | |
---|---|---|
8 | 1 | |
178 | 9 | |
3.4% | - | |
6.6 | 6.5 | |
26 days ago | 5 months ago | |
Rust | Rust | |
Apache License 2.0 | MIT License |
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.
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;
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.
What are some alternatives?
deep_sort - Simple Online Realtime Tracking with a Deep Association Metric
ctrlg - A command line context switcher, written in Rust :crab:
hora - 🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .
stoichkit - a toolkit for stoichiometry
small_matrix - A simple matrix library made in Rust.
wavegen-rs - Waveform generator library written in Rust
stackblur-iter - A fast, iterative, correct approach to Stackblur, resulting in a very smooth and high-quality output, with no edge bleeding
hotham - Hotham is a tool for creating incredible standalone VR games.
tract - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference
cpal - Cross-platform audio I/O library in pure Rust
sort - Simple, online, and realtime tracking of multiple objects in a video sequence.