KCF | python implementation of high-speed tracking | Computer Vision library
kandi X-RAY | KCF Summary
kandi X-RAY | KCF Summary
This is a python implementation of KCF tracker. The main purpose of this project is to help you understand KCF pipeline, so the details are not exactly the same as the paper.
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Top functions reviewed by kandi - BETA
- Update the roi
- Get a feature from an image
- Visualize hog feature
- Generate a Gaussian peak
- Compute the kernel correlation coefficient
- Detects the kernel of the FFT
- Trains the kernel function
KCF Key Features
KCF Examples and Code Snippets
Community Discussions
Trending Discussions on KCF
QUESTION
I'm actually coding a Multitracker with Opencv using a CSRT tracker. (I used a online code and modified it as I need, here is the source: https://learnopencv.com/multitracker-multiple-object-tracking-using-opencv-c-python/ ) Every time a bounding box is 'updated' its coordinates are added to a list.
For every bbox (bounding box) I have to lists, one for the x and y coordinates of the top left corner of the bbox, and an other one for the x and y coordinates of the bottom right corner. (Those lists are respectively called p1 and p2.)
I have done almost everything that I want, but the p2 list of the bbox 1 don't stop copying itself or something like in the p2 list of the third bbox, and it don't depend of how much bbox exists. Note that I don't want any comments about improving it or optimizing it I don't care about it. Note too that the program is made to run with up to 6 bbox, and it's normal I don't need more but the program can run with 1, 2, or least that 6 bbox if I want.
If I'm lucky it's a stupid error, but I can't get it, so maybe that looks from other peoples on it may find it better than I can! ^^
Here is my long, unoptimized and ugly program! (And thanks if you help me!):
...ANSWER
Answered 2021-May-16 at 13:33Well after reading it almost 3 times I understood. Using lists which had siblings names wasn't a good thing to do same if I can't do it in an otherway, I was just printing an other list x3
QUESTION
OpenCV tracking API has implementations in 3 different places.
video/tracking.hpp
tracking.hpp
tracking/tracking_legacy.hpp
I would like to be able to use any implementation by providing the name of the algorithm as input.
...ANSWER
Answered 2021-Apr-19 at 10:06The solution lies in the example script of OpenCV. (tracking/samples/samples_utility.hpp)
We need to convert cv::legacy::Tracker
to the preferred type cv::Tracker
. Just like the different input problem for a function, we need to implement these member functions separately.
QUESTION
I have the following code where the user can press p
to pause the video, draw a bounding box around the object to be tracked, and then press Enter (carriage return) to track that object in the video feed:
ANSWER
Answered 2021-Feb-08 at 05:59I want to answer this question with the help of this article which I also used before and met the similar problem with yours. Here are the suggestions:
- Run YOLOv3 with darknet framework which will increase the performance.
- In your code snippet, it looks it doesn't let you to decide network input width and height so I don't know what you are using for them. Decreasing network width and height will increase the speed but oppositely decrease the accuracy.
- YOLOv3 trained for 80 objects but you only need some of them. I also only needed the cars in my project before. Unfortunately, you can't manipulate the weight file which is already trained and also you can not train your objects such well.
- The other way I also tried before is that I transfered YOLOv3 to another thread and I also didnt apply yolo to all frames. I only applied some of them, for example: 1 frame of each 10 frame. This was also helpful for me.
- Or you can choose a better cpu pc :)
QUESTION
Following is a code I found here for real time object tracking:
...ANSWER
Answered 2021-Jan-27 at 05:48your if statement has the parenthesis in the wrong place
QUESTION
I've tried to use the CSRT
tracker from OpenCv V4.5.1
to track faces inside video sequences, at the end of some videos I get this error which I can't understand why does it happen!
- I'm using AVDIAR dataset
- can you please advise me how to use the tracker correctly with Viola-Jones face detector?
...Note: wen I used
KCF
Tracker things worked perfectly!tracker = cv2.TrackerKCF_create()
ANSWER
Answered 2021-Jan-04 at 18:43The solution was to declare a tracker for each object, and initiate that tracker once as following:
Tracker FunctionQUESTION
I am tried to create trackers but not a single tracker is creating. Any help would be greatly appreciated.
Current version of opencv that installed :- opencv version = 4.4.0
opencv-contrib-python = 4.4.0
Code that i am using to create tracker :-
...ANSWER
Answered 2020-Oct-12 at 08:33My code run successfully. I run above code in jupyter notebook and when i run this notebook using anaconda prompt it shows above error, but when i run notebook with cmd then it run successfully.
QUESTION
I have tried to run this code but get an Attribute Error. Any help would be greatly appreciated.
...ANSWER
Answered 2020-Jan-20 at 15:17It depends on which packages of OpenCV and version you have installed.
I believe you need OpenCV 3.4+ to run those models. Some tracker models are available in 3.2, and 3.3. All trackers in your script are available in 3.4
OpenCV packages:
opencv-python
: This repository contains the main modules of the OpenCV library.
opencv-contrib-python
: The opencv-contrib-python repository contains both the main modules along with the contrib modules
python -m pip install opencv-contrib-python
, check to see if you have 3.4+, with pip show opencv
.
See how to install opencv for more details
QUESTION
I'm building a project about tracking object from the webcam using Tracker-API (3.3.1 OpenCV Library), but there still error in opening camera code. If I run the opening camera code only there is no error. This is my source code
In my source code, they are using video file, but in mine, I want to track an object in real-time from the webcam. Is there something wrong with my code?
...ANSWER
Answered 2020-Apr-25 at 07:24You construct the cap
object only in case the tracker type is median flow:
QUESTION
When compiling a program with opencv2, I'm getting a weird compiler error with ld. I'm unable to find anything online to do with the error.
I'm using this command to compile the program
g++ -Wall Tracker.cpp -o Tracker
and I'm getting this output from the compiler
...ANSWER
Answered 2019-Sep-05 at 21:05Looks like you forgot to link, maybe something like:
QUESTION
from imutils.video import VideoStream
from imutils.video import FPS
import argparse
import imutils
import time
import cv2
ap = argparse.ArgumentParser()
ap.add_argument("-v", "--video", type=str,help="path to input video file",)
ap.add_argument("-t", "--tracker", required=False,type=str, default="kcf", help="OpenCV object tracker type")
args = vars(ap.parse_args())
...ANSWER
Answered 2019-Jul-27 at 12:45If you want this code to run on Google Collab with no error, you should add an additionnal argument option to your ArgumentParser
:
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Install KCF
You can use KCF like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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