AI · alternatives · 2026
24 alternatives to Multi-Object Tracking in Python
Hello! I've created a small library for tracking, along with a tutorial. I plan to continue developing it. Tracking is an important topic, closely related to object detection. However, I've noticed that it doesn't receive as much attention compared to machine learning approaches. Or, the focus is on filters like the Kalman filter. This tutorial begins with single object tracking and progressively complicates the tasks, introducing various models and a hypothesis tree to solve them.
Multi-Object Tracking in Python is a library and tutorial for tracking objects in video or image sequences. It addresses the gap between object detection and practical tracking solutions, moving beyond traditional… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Multi-Object Tracking in Python launched in 2023; newer entries below may have overtaken it.
- 1
Multi-object trackers in Python. Contribute to adipandas/multi-object-tracker development by creating an account on GitHub.
2019 · github.com · its alternatives →
- 2TD
Hey HN! We're the creators of Sieve API (https://www.sievedata.com) and we recently built this fun site that folks can play around with. Frontend is built with NextJS + Tailwind UI and backend is our API. It uses ffmpeg in the browser to transcode an uploaded video, chop it to 5 seconds, and then send it to our API endpoint which detects and tracks objects in the video. You can then "select" any object and track it over the video. We thought it'd be a fun thing for the community to play around with while also showing the power of video object tracking!
2022 · trackobject.xyz · its alternatives →
- 3OD
2021 · strayrobots.io · its alternatives →
- 4
A library for object detection and seamless YOLO model integration in Elixir - poeticoding/yolo_elixir
2024 · github.com · its alternatives →
- 5
AI-powered search on legal data sounds super impactful
2025 · foundingminds.ai · its alternatives →
- 6AF
2013 · dextrorobotics.com · its alternatives →
- 7OO
2018 · medium.com · its alternatives →
- 8
An online course on how to detect objects in real time
2019 · lode88vn.skin · its alternatives →
- 9
Pre-trained computer vision models and public datasets
2021 · universe.roboflow.com · its alternatives →
- 10
DeepFace is a leading open-source library for facial recognition and facial attribute analysis, and the de facto standard in Python. It wraps multiple state-of-the-art models that have reached — and even surpassed — human-level accuracy in recognizing faces. By the numbers (as of early 2025): 15,000+ stars on GitHub; ~4 million installations via pip; 800+ citations in academic papers Whether you're building a cutting-edge AI project or simply exploring facial recognition, DeepFace makes advanced capabilities accessible with just a few lines of code.
2025 · github.com · its alternatives →
- 11
Search by Seeing Instantly with Visual Reasoning Model
2025 · its alternatives →
- 12UC
2014 · code.flickr.net · its alternatives →
- 13
- 14UD
2018 · modeldepot.github.io · its alternatives →
- 15
supervision is a Python package with tools for building computer vision applications. With supervision, you can: - Load and filter predictions from a range of state of the art models into a standard API (i.e. YOLOv8, SAM). - Annotate images and videos with bounding boxes, segmentation masks, and more. - Calculate confusion matrices. - Use ByteTrack to track objects. - Use SAHI to process small object detection. - Process video frames. - And more. Our goal with supervision is to provide model-agnostic tools with a concise syntax that you can use to build logic on top of computer vision…
2023 · github.com · its alternatives →
- 16
Annot8▲140The fastest way to tag images for object detection datasets
2025 · apps.apple.com · its alternatives →
- 17
Advancing the state-of-the-art in object recognition with a new way to benchmark computer vision models across domains and task targets.
2022 · rf100.org · its alternatives →
- 18
I was developing/selling this application under Roadometry, but sales are getting slow and I'd prefer to make it available for free. This is a desktop Windows application which can be used for counting road traffic. https://roadometry.com https://www.youtube.com/@roadometry2011 The application uses Multiple Hypothesis Tracking (MHT) combined with Darknet Yolo. I trained the network myself. I have a tool-chain for building a video-based training set including associations, but it's quite complex to use. I never ended up training a network to perform association,…
2024 · github.com · its alternatives →
- 19
Vehicle detection using machine learning and computer vision techniques for Udacity's Self-Driving Car Engineer Nanodegree. - tatsuyah/vehicle-detection
2017 · github.com · its alternatives →
- 20
The machine learning API for non-experts
2022 · nyckel.com · its alternatives →
- 21
A repository for running Azure Tensorflow JS Pose Estimation - TensorflowJS4Azure/README.md at master · aribornstein/TensorflowJS4Azure
2018 · github.com · its alternatives →
- 22CO
2012 · crowdsend.com · its alternatives →
- 23
I was fascinated reading through another recent HN submission about a highly efficient implementation of A* in Lisp, which got me thinking about how I could do something similar in Python. However, these kinds of pathfinding algorithms really need complex terrain/mazes with interesting obstructions to showcase what they can do and how they work. So, I started thinking about how I could generate cool and diverse random "mazes" (they aren't really mazes, but I'm not sure what the best term is). I got a bit carried away thinking of lots of different cool ways to generate these mazes, such…
2024 · github.com · its alternatives →
- 24
tracking.js ▲10A modern approach for Computer Vision on the web
2015 · trackingjs.com · its alternatives →
Also compare
- OpenCV based multi-object-tracker with various object detection models alternatives
- TrackObject – Drag-and-drop computer vision object tracking alternatives
- Object Detection in an Hour alternatives
- Real-Time YOLO Object Detection in Elixir: Fast, Simple, Extensible alternatives
- Real-Time Object Detection & Tracking alternatives
- API for detecting people, cars, and everyday objects in images alternatives
Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →