multi-object-tracker VS yolov4-deepsort

Compare multi-object-tracker vs yolov4-deepsort and see what are their differences.

Our great sponsors
  • WorkOS - The modern identity platform for B2B SaaS
  • InfluxDB - Power Real-Time Data Analytics at Scale
  • SaaSHub - Software Alternatives and Reviews
multi-object-tracker yolov4-deepsort
4 5
665 1,282
- -
6.4 0.0
6 months ago 12 days ago
Python Python
MIT License GNU General Public License v3.0 only
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

multi-object-tracker

Posts with mentions or reviews of multi-object-tracker. We have used some of these posts to build our list of alternatives and similar projects.

yolov4-deepsort

Posts with mentions or reviews of yolov4-deepsort. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-04-13.
  • Trying to count hikers/day in a video stream
    1 project | /r/MLQuestions | 14 Jun 2021
    I have a video stream of a hiking trail and am trying to count the number of hikers per day. The camera never moves. At night you can also see headlamps :). Direction not as important as just a count of bodies passing through the image in a given time period. https://drive.google.com/file/d/1BwLzyHhrLafyAj5kYn-AfDVBtBBVQCsO/view. I've tried https://github.com/theAIGuysCode/yolov4-deepsort on the stream but it isn't picking up the people, maybe they're too low res for TF Object Detection?
  • How do I train the DeepSORT tracker for a custom class?
    2 projects | /r/computervision | 13 Apr 2021
    I am trying to track objects in a sequence of images in order to count them. I was looking around for robust trackers since in my case, the camera moves with respect to the object. I found the DeepSORT tracker online and it seems like the solution to my problem. However, I am not sure of how I could train it for my own custom classes. I am currently looking at this repository and it seems to almost do the things I want, except for the counting part. Can anyone explain to me how I can train the DeepSORT tracker for my own classes? I am already training a YOLOv4 model on these custom classes. As a result, I have collected a labelled dataset for the training and validation purposes, and if I have to use images for the training.
  • Help needed with object tracker implementation
    2 projects | /r/computervision | 24 Mar 2021
    I have tried to implement the YOLOv4 + DeepSort tracking from the AI Guys code presented here, just to get an idea of how to go about this, but from what I understand, I will need to train the DeepSORT tracker for detecting my own classes. I do not know how to do that.
  • Will Object Detection models trained on images work on videos too?
    1 project | /r/MLQuestions | 3 Jan 2021
    You can try a detection and tracking paradigm for videos - it would be a lot more accurate than detection only without the need re-detect every frame which spends a lot of compute. E.g.: https://github.com/theAIGuysCode/yolov4-deepsort
  • Installing tensorflow with gpu makes me want to blow my brains out
    3 projects | /r/tensorflow | 28 Dec 2020
    And totally unecessary!! Next day, I discovered a GitHub project that simply used conda, as below.

What are some alternatives?

When comparing multi-object-tracker and yolov4-deepsort you can also consider the following projects:

ByteTrack - [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box

Deep-SORT-YOLOv4 - People detection and optional tracking with Tensorflow backend.

FastMOT - High-performance multiple object tracking based on YOLO, Deep SORT, and KLT 🚀

tensorflow-yolov4-tflite - YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.3.1, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite

norfair - Lightweight Python library for adding real-time multi-object tracking to any detector.

Kornia - Geometric Computer Vision Library for Spatial AI

remote - Moved to https://github.com/labmlai/labml/tree/master/remote

Face Recognition - The world's simplest facial recognition api for Python and the command line

pyenv-installer - This tool is used to install `pyenv` and friends.

EasyOCR - Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

zero-shot-object-tracking - Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.