Savant
FastMOT
Savant | FastMOT | |
---|---|---|
54 | 2 | |
483 | 1,095 | |
3.3% | - | |
9.3 | 0.0 | |
1 day ago | over 2 years ago | |
Python | Python | |
Apache License 2.0 | 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.
Savant
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🚀 Savant 0.2.6 is Out: Release Notes
Website: https://savant-ai.io/
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Meet a new Savant Demo: Realtime (45 FPS) YOLOv8 instance segmentation
Link: https://github.com/insight-platform/Savant/tree/develop/samples/yolov8_seg
- Opt for a new innovative deep learning and computer vision framework on Nvidia platforms.
- Experience the benefits of a new Nvidia-optimized open-source framework in computer vision projects.
FastMOT
- Does Multi Object Tracking work better (precision/recall) on videos than jury rigging a SOTA image object detection to work on videos?
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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?
pipeless - An open-source computer vision framework to build and deploy apps in minutes without worrying about multimedia pipelines [Moved to: https://github.com/pipeless-ai/pipeless]
multi-object-tracker - Multi-object trackers in Python
rpi-object-detection - Real-time object detection and tracking using Raspberry Pi and OpenCV!
Deep-SORT-YOLOv4 - People detection and optional tracking with Tensorflow backend.
caer - High-performance Vision library in Python. Scale your research, not boilerplate.
ByteTrack - [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box
nebuly - The user analytics platform for LLMs
fast-reid - SOTA Re-identification Methods and Toolbox
aphrodite-engine - PygmalionAI's large-scale inference engine
TFJS-object-detection - Real-time custom object detection in the browser using tensorflow.js
jetson-inference - Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
zero-shot-object-tracking - Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.