People-Counting-in-Real-Time
FastMOT
| People-Counting-in-Real-Time | FastMOT | |
|---|---|---|
| 2 | 2 | |
| 471 | 1,095 | |
| - | - | |
| 5.2 | 0.0 | |
| 9 months ago | over 2 years 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.
People-Counting-in-Real-Time
-
Building an occupancy sensor with a $5 ESP32 and a serverless DB
And with more of these, you could track where everyone is all the time!
Here's a camera based video people counter.[1] This is a bit less intrusive.
[1] https://github.com/saimj7/People-Counting-in-Real-Time
-
Error when trying to install dlib using "pip install dlib"
I'm trying to install dlib using "pip install dlib" for this code: https://github.com/saimj7/People-Counting-in-Real-Time Because when I try to run it I get this error: ModuleNotFoundError: No module named 'dlib'
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?
ESP32-Paxcounter - Wifi & BLE driven passenger flow metering with cheap ESP32 boards
multi-object-tracker - Multi-object trackers in Python
humanbenchmark - Memory tests solver with using OpenCV
Deep-SORT-YOLOv4 - People detection and optional tracking with Tensorflow backend.
libblepp - Modern clean C++ Bluetooth Low Energy on Linux without the Bluez DBUS API
ByteTrack - [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box
CameraObscura - IP Cam Honeypot
fast-reid - SOTA Re-identification Methods and Toolbox
szabadfogasu-maszk - A face mask detection system using Tensorflow/Keras and OpenCV, for the "<19 Szabadfogású SzámÃtógép" competition in 2020.
TFJS-object-detection - Real-time custom object detection in the browser using tensorflow.js
smart-sec-cam - A privacy-focused, intelligent security camera system.
zero-shot-object-tracking - Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.