zero-shot-object-tracking

Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP. (by roboflow)
Add to my DEV experience Computer Vision openai-clip object-detection object-tracking deep-sort
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zero-shot-object-tracking reviews and mentions

Posts with mentions or reviews of zero-shot-object-tracking. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-02-21.
  • How to Track Flying Objects?
    2 projects | news.ycombinator.com | 21 Feb 2022
    I’ve seen a bunch of drone-detection computer vision projects. Usually they’re detecting dromes from other drones though (Eg for autonomous racing[1] or drone-defense).

    A challenge with doing it from the ground is that the drones will be quite small relative to the size of the image. With sufficient compute and several cameras a tiling-based approach[2] should work!

    If you want to do unique-identification you’ll also need object tracking[3].

    This is exactly the type of project Roboflow (our startup) is built to empower! Happy to chat/help further (Eg we might be able to help source a good dataset to start from). And if it’s for non-commercial use it should be completely free.

    [1] https://blog.roboflow.com/drone-computer-vision-autopilot/

    [2] https://blog.roboflow.com/detect-small-objects/

    [3] https://blog.roboflow.com/zero-shot-object-tracking/

  • Object tracking in videos?
    4 projects | /r/computervision | 9 Feb 2022
    We use CLIP for object tracking with pretty good results (with no second model train required). https://blog.roboflow.com/zero-shot-object-tracking/
  • Hacker News top posts: Aug 28, 2021
    1 project | /r/hackerdigest | 28 Aug 2021
    Zero Shot Object Tracking\ (4 comments)
  • Need help in camera selection
    1 project | /r/computervision | 25 Aug 2021
  • Zero Shot Object Tracking
    3 projects | news.ycombinator.com | 25 Aug 2021
    It uses an object detection model (in our example code[1], we used one from Roboflow Universe[2] but you should be able to use any object detection model) and then sends a crop of each detected box to CLIP to get the feature vector that Deep SORT uses to differentiate between and track instances across frames.

    [1] https://github.com/roboflow-ai/zero-shot-object-tracking

    [2] https://universe.roboflow.com

  • [P] Zero-Shot Object Tracking with CLIP and Deep SORT
    1 project | /r/MachineLearning | 25 Aug 2021
    Repo: https://github.com/roboflow-ai/zero-shot-object-tracking
  • Zero-Shot Object Tracking with CLIP and Deep SORT
    1 project | /r/computervision | 25 Aug 2021
  • Show HN: Zero-Shot Object Tracking
    1 project | news.ycombinator.com | 25 Aug 2021
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Stats

Basic zero-shot-object-tracking repo stats
10
350
0.6
14 days ago

roboflow/zero-shot-object-tracking is an open source project licensed under GNU General Public License v3.0 only which is an OSI approved license.

The primary programming language of zero-shot-object-tracking is Python.

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