multi-object-tracker
FastMOT
Our great sponsors
| multi-object-tracker | FastMOT | |
|---|---|---|
| 4 | 2 | |
| 610 | 971 | |
| - | - | |
| 3.9 | 0.0 | |
| 4 months ago | about 1 year ago | |
| Python | Python | |
| MIT License | 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.
multi-object-tracker
We haven't tracked posts mentioning multi-object-tracker yet.
Tracking mentions began in Dec 2020.
FastMOT
- Does Multi Object Tracking work better (precision/recall) on videos than jury rigging a SOTA image object detection to work on videos?
-
Assign ID and track moving object with optical flow
On failure, you can try using a re-identification methods like FastReid: https://github.com/JDAI-CV/fast-reid in combination with your detector. A good pipeline that combines everything you seem to need is here: https://github.com/GeekAlexis/FastMOT. It uses a combination of Yolov4 (detector) + Kalman filters, Optical flow (tracker) and FastReid (re-identification)
What are some alternatives?
ByteTrack - [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box
Deep-SORT-YOLOv4 - People detection and optional tracking with Tensorflow backend.
fast-reid - SOTA Re-identification Methods and Toolbox
norfair - Lightweight Python library for adding real-time multi-object tracking to any detector.
yolov4-deepsort - Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.
TFJS-object-detection - Real-time custom object detection in the browser using tensorflow.js
Kornia - Open Source Differentiable Computer Vision Library
Face Recognition - The world's simplest facial recognition api for Python and the command line
EasyOCR - Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
OpenCV - Open Source Computer Vision Library
zero-shot-object-tracking - Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.