multi_object_tracking VS deep_sort_realtime

Compare multi_object_tracking vs deep_sort_realtime and see what are their differences.

multi_object_tracking

Multi-object tracking of water fleas from video. Detects dark blotches on light background, performs multi-object association, tracks them with Kalman filters. (by nuchi)
kalman-filter multi-object-tracking Computer Vision classical-computer-vision
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deep_sort_realtime

A really more real-time adaptation of deep sort (by levan92)
Tracking multi-object-tracking Computer Vision Pytorch deep-sort-tracking deepsort
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multi_object_tracking deep_sort_realtime
1 1
1 135
- -
2.7 1.7
about 3 years ago 12 months ago
Python Python
GNU Affero General Public License v3.0 MIT License
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multi_object_tracking

Posts with mentions or reviews of multi_object_tracking. We have used some of these posts to build our list of alternatives and similar projects.
  • Show HN: Critter.Camera – Browser based motion detection and image capture
    1 project | news.ycombinator.com | 14 Mar 2021
    I also tackled the problem of moving-window brightness calibration in a related (but more constrained) problem --- tracking water fleas moving in a tank of water where an overhead light might periodically turn on and wash out the picture.

    I essentially subtracted the current frame from the max across a moving window.

    I'd be interested to chat about it if you like, my email is in my profile. The code is at https://github.com/nuchi/multi_object_tracking

deep_sort_realtime

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

What are some alternatives?

When comparing multi_object_tracking and deep_sort_realtime you can also consider the following projects:

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

yolo_series_deepsort_pytorch - Deepsort with yolo series. This project support the existing yolo detection model algorithm (YOLOV8, YOLOV7, YOLOV6, YOLOV5, YOLOV4Scaled, YOLOV4, YOLOv3', PPYOLOE, YOLOR, YOLOX ).

FairMOT - [IJCV-2021] FairMOT: On the Fairness of Detection and Re-Identification in Multi-Object Tracking

AS-One - Easy & Modular Computer Vision Detectors and Trackers - Run YOLO-NAS,v8,v7,v6,v5,R,X in under 20 lines of code.

yolov7_counting - Detect, track and count different classes of objects.

multi_object_tracking vs ByteTrack deep_sort_realtime vs yolo_series_deepsort_pytorch multi_object_tracking vs FairMOT deep_sort_realtime vs AS-One deep_sort_realtime vs yolov7_counting