In 2024, Mastering OpenCV Object Tracking A Comprehensive Guide for Beginners and Experts

In 2024, Mastering OpenCV Object Tracking A Comprehensive Guide for Beginners and Experts

Chloe Lv12

Mastering OpenCV Object Tracking: A Comprehensive Guide for Beginners and Experts

OpenCV Tracking is a popular method used for tracking objects in a video in real-time. OpenCV is a powerful library used for image processing and computer vision applications.

From real-time video analysis to Augmented Reality, OpenCV Tracking has a wide range of uses and can help both private and public sectors to detect and track the desired object in an image or video.

In this comprehensive guide, we’ll explore OpenCV Tracking and its pre-built trackers**.** We will use the OpenCV library and Python to implement this Object Tracking application.

  1. SOT & MOT
  2. The Difference Between Tracking And Detection
  1. Image Tracking
  2. Video Tracking
  1. Stages Of The Object Tracking Process
  2. Methods Of Object Tracking
  1. What Is OpenCV
  2. The Pre-Built Algorithms OpenCV Offers For Object Tracking
  3. Implementation In Python And OpenCV

Part 1. What Is Object Tracking?

Object Tracking determines the location of an object in a video and can be used for a variety of purposes, including surveillance, security, traffic control, digital forensics, anomaly detection, gesture recognition, visual surveillance, human-computer interaction, augmented reality, and robot vision.

Even though it may seem easy for an average person, object tracking is quite complex for computers because they have to analyze a set of frames and estimate the object’s trajectory based on numbers instead of images.

Because of how complicated it is, Object Tracking is considered one of the most difficult tasks in computer vision. Even though it’s a challenge, it’s not impossible to accomplish.

And there are two levels of Object Tracking that you should learn about:

1. SOT & MOT

  1. Single Object Tracking (SOT): SOT is a tracking algorithm that creates advanced appearance models and/or motion models to manage difficult issues like out-of-plane rotations, illumination variations, or scale changes.
  2. Multiple Object Tracking (MOT): MOT tracks every part of a video and is mainly concerned with mid-level tasks and serves as a foundation for high-level tasks.

2. The Difference Between Tracking And Detection

After knowing what Object Tracking is, there is another concept you should also be aware of - Object Detection.

The Object Tracking and Object Detection are two important methods in computer vision. Object Tracking tracks the position of a given object in an image in real-time, while Object Detection identifies and localizes objects in an image or video. That is the difference.

Part 2. Types Of Object Tracking

Image Tracking

Image tracking allows users to interact with digital content more naturally and helps users move and interact with digital objects in the same manner as they will with real-world physical objects.

Image tracking can be used in various augmented reality (AR) applications, such as AR gaming, shopping, and navigation. Moreover, you can also use it for educational purposes, such as teaching anatomy or providing instructions for a difficult task.

Video Tracking

Video tracking is the process of tracking objects in a video sequence and can be used for various applications, such as detecting and counting objects in a scene, understanding their motions, and recognizing activities.

Part 3. What Are The Difficulties Of Object Tracking?

As what has been mentioned above, the use of object tracking is versatile. However, there are some challenges associated with Object Tracking, such as:

Background Clutter: The background can impact extracting an object’s features. If the background is more densely populated, detecting or tracking the object of interest can be more difficult.

Occlusion: This is a phenomenon where the object being tracked is affected by the background or foreground. This causes the tracking algorithm to get confused due to multiple objects coming close together, hence, losing track of the object.

Varying spatial scales: Varying spatial scales refer to the target object being of a different size or shape, which can confuse the algorithm, leading to errors.

Training and Tracking Speed: If the object is moving too fast or is too small, it can be difficult to track. Therefore, the tracking module has to be designed to track, identify, and localize objects in a matter of seconds.

Part 4. Stages Of The Object Tracking Process

After the introduction of object tracking technically, let’s learn about its mechanism of it from two sides: periods of the working process and the way it tracks.

1. Stages Of The Object Tracking Process

Following are the stages of the Object Tracking process:

Target Initialization

Target initialization is the first step in Object Tracking and involves defining the targets or objects of interest and drawing a bounding box around them in the initial frame. After that, the tracker has to detect the position of the object in the frame while drawing the bounding box.

Appearance Modeling

Appearance modeling is important for understanding how an object will look under different circumstances. If the object being tracked changes appearance due to different lighting, angle, or speed, the tracking algorithm may lose its information and the object itself. Therefore, it has to be conducted to let the algorithm detect the changes and distortion.

Motion Estimation

Motion estimation entails the capacity of the model to anticipate an object’s future position with precision.

Target Positioning

Motion estimation is a process of approximating the most likely region where an object could be present. After the object’s location is approximated, a visual model can be used to determine the target’s location more accurately.

2. Methods Of Object Tracking

Here’re some methods of Object Tracking:

OpenCV-Based Object Tracking

OpenCV Object Tracking method is widely used because it offers several built-in functions designed specifically for this purpose, such as GOTURN, MIL, MediandFlow, and CSRT. The tracker type you select will depend on your specific application design. Each tracker has its pros and cons, so there is not a single type of tracker ideal for all applications.

MDNet

Multi-Domain Convolutional Neural Network Tracker is a convolutional neural-based visual tracker and has won the VOT2015 challenge. Moreover, it is composed of domain-specific layers, branches, and multiple shared layers.

The MDNetT tracker is a deep neural network that is trained on numerous Object Tracking datasets. The tracker is designed to work in multiple domains, including video, text, and images.

DeepSort

DeepSort algorithm can track objects in real-time and uses YOLO v3 to compute the bounding boxes around the objects in a frame.

DeepSort uses Kalman filter from Simple Online and Realtime Tracking algorithm and an identification model, ReID to interlink bounding boxes and object tracks.

ROLO

ROLO is a novel Object Tracking method that uses recurrent neural networks (RNNs) to learn object-specific Spatio-temporal representations. This method works with YOLO, an object detection algorithm, and an LTSM for determining the trajectory of an object.

Part 5. The powerful backup: OpenCV

We have demonstrated how powerful OpenCV Tracking is and how it works. However, do you wonder what OpenCV is? How it supports the tracking goals being achieved? In this part, we will focus on OpenCV and help you better understand the the underlying mechanisms.

1. What Is OpenCV?

OpenCV is a powerful library that allows you to perform image processing, deep learning, machine learning, and computer vision tasks on live video feeds. Moreover, it can be used to detect objects, track their movements, and recognize faces.

It can help process the data that have videos and images and has been used in various applications, such as object recognition and detection, autonomous cars, robots, medical image analysis, automated surveillance, and anomaly detection.

2. The Pre-Built Algorithms OpenCV Offers For Object Tracking

There are 8 pre-built algorithms that OpenCV offers for Objects Tracking. All of them have their uniquility and here we will present their pros and cons for your better understadning.

Tracker Pros Cons
BOOSTING Tracker Track objects accurately. Relatively slow. Unable to stop when an object is lost.
MIL Tracker Strong resistance to noise. Gives accurate results. Low speed. Unable to stop tracking once the object is lost.
KCF Tracker High speed and accuracy. Stops tracking when the object is lost. Inability to continue tracking objects once lost.
TLD Tracker Resistance to overlapping and object scaling. Unstable in object detection and tracking. Constantly loses object.
MEDIANFLOW Tracker High accuracy and speed. Accurate in determining the object’s loss. Loses object quickly due to high speed.
GOTURN Tracker Shows resistance to obstructions and noise. If the speed of an object is high, it shifts to another object.
MOSSE Tracker Able to continue tracking after the object is lost. High speed. Loses object easily if very high speed.
CSRT Tracker Good resistance to overlapping. High accuracy. Low speed. Unstable when an object is lost.

3. Implementation In Python And OpenCV

Now, after theoretical explanation of OpenCV and OpenCV Tracking, let’s learn Object Tracking OpenCV Python with coding and our simple and step-by-step instructions:

Install The Dependencies

Install the pycharm app on your PC, and launch it. Create a new project and go to Terminal. Install the opencv-contrib-python package by pasting the following command into the Terminal.

Set Up the Trackers

Now, create a Jupyter-notebook and set up the trackers with this code:

Tasks:

  • cv2. version returns the OpenCV library version number.
  • Save the name of the eight trackers.
  • Check the list for the version you are working on and create a tracker object based on the number.

Capture The Video Input

For capturing the video input, write the following lines of code:

Tasks:

  • Use the VideoCapture class to capture a video via the webcam or get a saved one from your PC.
  • In VideoCapture - line 2, give the path to your video.
  • Comment on the second line to use the webcam for tracking and uncomment the third one.

Creating The Bounding Box And Initializing The Tracker

Define an initial random bounding box or select the choices for the object you want to track with the following code:

Start The Tracker And Check The Output

Finally, write the below code lines to start the tracker:

Tasks

  • Read each video frame.
  • Start the timer and, through the tracker, determine the trajectory of the object.
  • Use the trajectory to draw the bounding box.
  • The program will start tracking. Afterward, press the space bar to stop tracking.

Video – Object Tracking with Opencv and Python

Conclusion

In this article, we’ve discussed Object Tracking in detail and how it compares with Object Detection. Furthermore, we explored the methods used for tracking objects and provided complete guidance on the OpenCV Tracking method and its built-in functionalities.

Hopefully, you find this guide helpful, and you can now track objects in real-time without any issues.

Free Download For Win 7 or later(64-bit)

Free Download For macOS 10.14 or later

  1. Stages Of The Object Tracking Process
  2. Methods Of Object Tracking
  1. What Is OpenCV
  2. The Pre-Built Algorithms OpenCV Offers For Object Tracking
  3. Implementation In Python And OpenCV

Part 1. What Is Object Tracking?

Object Tracking determines the location of an object in a video and can be used for a variety of purposes, including surveillance, security, traffic control, digital forensics, anomaly detection, gesture recognition, visual surveillance, human-computer interaction, augmented reality, and robot vision.

Even though it may seem easy for an average person, object tracking is quite complex for computers because they have to analyze a set of frames and estimate the object’s trajectory based on numbers instead of images.

Because of how complicated it is, Object Tracking is considered one of the most difficult tasks in computer vision. Even though it’s a challenge, it’s not impossible to accomplish.

And there are two levels of Object Tracking that you should learn about:

1. SOT & MOT

  1. Single Object Tracking (SOT): SOT is a tracking algorithm that creates advanced appearance models and/or motion models to manage difficult issues like out-of-plane rotations, illumination variations, or scale changes.
  2. Multiple Object Tracking (MOT): MOT tracks every part of a video and is mainly concerned with mid-level tasks and serves as a foundation for high-level tasks.

2. The Difference Between Tracking And Detection

After knowing what Object Tracking is, there is another concept you should also be aware of - Object Detection.

The Object Tracking and Object Detection are two important methods in computer vision. Object Tracking tracks the position of a given object in an image in real-time, while Object Detection identifies and localizes objects in an image or video. That is the difference.

Part 2. Types Of Object Tracking

Image Tracking

Image tracking allows users to interact with digital content more naturally and helps users move and interact with digital objects in the same manner as they will with real-world physical objects.

Image tracking can be used in various augmented reality (AR) applications, such as AR gaming, shopping, and navigation. Moreover, you can also use it for educational purposes, such as teaching anatomy or providing instructions for a difficult task.

Video Tracking

Video tracking is the process of tracking objects in a video sequence and can be used for various applications, such as detecting and counting objects in a scene, understanding their motions, and recognizing activities.

Part 3. What Are The Difficulties Of Object Tracking?

As what has been mentioned above, the use of object tracking is versatile. However, there are some challenges associated with Object Tracking, such as:

Background Clutter: The background can impact extracting an object’s features. If the background is more densely populated, detecting or tracking the object of interest can be more difficult.

Occlusion: This is a phenomenon where the object being tracked is affected by the background or foreground. This causes the tracking algorithm to get confused due to multiple objects coming close together, hence, losing track of the object.

Varying spatial scales: Varying spatial scales refer to the target object being of a different size or shape, which can confuse the algorithm, leading to errors.

Training and Tracking Speed: If the object is moving too fast or is too small, it can be difficult to track. Therefore, the tracking module has to be designed to track, identify, and localize objects in a matter of seconds.

Part 4. Stages Of The Object Tracking Process

After the introduction of object tracking technically, let’s learn about its mechanism of it from two sides: periods of the working process and the way it tracks.

1. Stages Of The Object Tracking Process

Following are the stages of the Object Tracking process:

Target Initialization

Target initialization is the first step in Object Tracking and involves defining the targets or objects of interest and drawing a bounding box around them in the initial frame. After that, the tracker has to detect the position of the object in the frame while drawing the bounding box.

Appearance Modeling

Appearance modeling is important for understanding how an object will look under different circumstances. If the object being tracked changes appearance due to different lighting, angle, or speed, the tracking algorithm may lose its information and the object itself. Therefore, it has to be conducted to let the algorithm detect the changes and distortion.

Motion Estimation

Motion estimation entails the capacity of the model to anticipate an object’s future position with precision.

Target Positioning

Motion estimation is a process of approximating the most likely region where an object could be present. After the object’s location is approximated, a visual model can be used to determine the target’s location more accurately.

2. Methods Of Object Tracking

Here’re some methods of Object Tracking:

OpenCV-Based Object Tracking

OpenCV Object Tracking method is widely used because it offers several built-in functions designed specifically for this purpose, such as GOTURN, MIL, MediandFlow, and CSRT. The tracker type you select will depend on your specific application design. Each tracker has its pros and cons, so there is not a single type of tracker ideal for all applications.

MDNet

Multi-Domain Convolutional Neural Network Tracker is a convolutional neural-based visual tracker and has won the VOT2015 challenge. Moreover, it is composed of domain-specific layers, branches, and multiple shared layers.

The MDNetT tracker is a deep neural network that is trained on numerous Object Tracking datasets. The tracker is designed to work in multiple domains, including video, text, and images.

DeepSort

DeepSort algorithm can track objects in real-time and uses YOLO v3 to compute the bounding boxes around the objects in a frame.

DeepSort uses Kalman filter from Simple Online and Realtime Tracking algorithm and an identification model, ReID to interlink bounding boxes and object tracks.

ROLO

ROLO is a novel Object Tracking method that uses recurrent neural networks (RNNs) to learn object-specific Spatio-temporal representations. This method works with YOLO, an object detection algorithm, and an LTSM for determining the trajectory of an object.

Part 5. The powerful backup: OpenCV

We have demonstrated how powerful OpenCV Tracking is and how it works. However, do you wonder what OpenCV is? How it supports the tracking goals being achieved? In this part, we will focus on OpenCV and help you better understand the the underlying mechanisms.

1. What Is OpenCV?

OpenCV is a powerful library that allows you to perform image processing, deep learning, machine learning, and computer vision tasks on live video feeds. Moreover, it can be used to detect objects, track their movements, and recognize faces.

It can help process the data that have videos and images and has been used in various applications, such as object recognition and detection, autonomous cars, robots, medical image analysis, automated surveillance, and anomaly detection.

2. The Pre-Built Algorithms OpenCV Offers For Object Tracking

There are 8 pre-built algorithms that OpenCV offers for Objects Tracking. All of them have their uniquility and here we will present their pros and cons for your better understadning.

Tracker Pros Cons
BOOSTING Tracker Track objects accurately. Relatively slow. Unable to stop when an object is lost.
MIL Tracker Strong resistance to noise. Gives accurate results. Low speed. Unable to stop tracking once the object is lost.
KCF Tracker High speed and accuracy. Stops tracking when the object is lost. Inability to continue tracking objects once lost.
TLD Tracker Resistance to overlapping and object scaling. Unstable in object detection and tracking. Constantly loses object.
MEDIANFLOW Tracker High accuracy and speed. Accurate in determining the object’s loss. Loses object quickly due to high speed.
GOTURN Tracker Shows resistance to obstructions and noise. If the speed of an object is high, it shifts to another object.
MOSSE Tracker Able to continue tracking after the object is lost. High speed. Loses object easily if very high speed.
CSRT Tracker Good resistance to overlapping. High accuracy. Low speed. Unstable when an object is lost.

3. Implementation In Python And OpenCV

Now, after theoretical explanation of OpenCV and OpenCV Tracking, let’s learn Object Tracking OpenCV Python with coding and our simple and step-by-step instructions:

Install The Dependencies

Install the pycharm app on your PC, and launch it. Create a new project and go to Terminal. Install the opencv-contrib-python package by pasting the following command into the Terminal.

Set Up the Trackers

Now, create a Jupyter-notebook and set up the trackers with this code:

Tasks:

  • cv2. version returns the OpenCV library version number.
  • Save the name of the eight trackers.
  • Check the list for the version you are working on and create a tracker object based on the number.

Capture The Video Input

For capturing the video input, write the following lines of code:

Tasks:

  • Use the VideoCapture class to capture a video via the webcam or get a saved one from your PC.
  • In VideoCapture - line 2, give the path to your video.
  • Comment on the second line to use the webcam for tracking and uncomment the third one.

Creating The Bounding Box And Initializing The Tracker

Define an initial random bounding box or select the choices for the object you want to track with the following code:

Start The Tracker And Check The Output

Finally, write the below code lines to start the tracker:

Tasks

  • Read each video frame.
  • Start the timer and, through the tracker, determine the trajectory of the object.
  • Use the trajectory to draw the bounding box.
  • The program will start tracking. Afterward, press the space bar to stop tracking.

Video – Object Tracking with Opencv and Python

Conclusion

In this article, we’ve discussed Object Tracking in detail and how it compares with Object Detection. Furthermore, we explored the methods used for tracking objects and provided complete guidance on the OpenCV Tracking method and its built-in functionalities.

Hopefully, you find this guide helpful, and you can now track objects in real-time without any issues.

Free Download For Win 7 or later(64-bit)

Free Download For macOS 10.14 or later

Finding the Best Voice Changers for WhatsApp: Free and Paid

Ever thought of the best way to prank your friends via WhatsApp voice calls? WhatsApp voice changing app is what you need. Not any voice changer, but one that offers quality services to end-users. Many software programs claim to render such services. However, not all are the perfect fit since the majority are substandard.

Are you looking for an efficient WhatsApp voice changer with a comprehensive user interface that you can use on your Windows, Mac, or mobile devices? You are at the right spot. Our team has browsed the internet and handpicked the best 7 WhatsApp voice-changing apps available in the global market today. We will share them with you here.

Try AI Voice Changer For Win 7 or later(64-bit)

Try AI Voice Changer For macOS 10.14 or later

Part 1. 7 Best Voice Changers for WhatsApp

Here are the seven (7) most powerful software or apps that offer quality voice-changing services on WhatsApp:

1. Magic Call[iOS] [Free with Limited Features]

Magic Call [iOS] is one of the best voice-changing apps available on the internet. The app lets you switch your voice into a fun and lovely one with complete ease. It’s a simple app available for download to Android and iOS devices.

Users of this WhatsApp voice changer find it simple to operate because of the comprehensive user interface and rich features it holds. Magic Call [iOS] is a freemium app and highly secured. The app provides you with several voice-changing options that you can choose from to prank your callers. Some of them are male, female, and robotic sounds. Additionally, it supports sounds like clap, laughter, gasp, and several others.

whatsapp voice changer magic call

How to Use Magic Call [iOS] with WhatsApp

Open Google PlayStore or App Store on your Android device, and search Magic Call. Click on the corresponding key to download and install the app on your device, then follow the procedure below to change your WhatsApp voice:

Step1 Launch Magic Call [iOS], and grant it access to the necessary features such as contact, audio recording, etc.

Step2 Next, choose a contact from the list appearing on your display screen to speak to

Step3 Tap on the contact’s name, and then click on the Female Voice filter from the options that pop up.

Step4 Apply the WhatsApp voice-changer to spice up your conversation with friends and relatives on your contact.

2. Voicemod

Here is another fun-oriented software that permits you to change your voice during WhatsApp calls easily and quickly. Voicemod is a highly efficient WhatsApp voice changer popular among gamers, content creators, and more.

The app is well-customized with epic sound effects that you can select from to pimp your voice during calls. You can choose to sound like a robot, woman, man, or demon. Voicemod integrates with apps like TikTok, Elgato Stream, Audacity, Discord, Skype, and many more.

Also, Voicemod comes with voice filters. The app allows you to switch between scary, loud, or funny voices. Additionally, you have the chance to customize your vice via the Voicelab feature tucked into it. It’s a simple tool compatible with Windows, Mac, and Chromebook.

whatsapp voice changer voicemod

How to Use Voicemod with WhatsApp

Step1 Open your desired web browser on your PC, and navigate to the official website for Voicemod. A page as below will appear on your screen:

Click on the corresponding button to download and install a suitable version. Wait until the download is complete, and follow the on-screen instructions to configure the app. Ensure you grant permission to the necessary devices such as Microphone, etc.

Step2 Next, confirm the Voice Changer toggle at the bottom of the Window page is activated. Once that’s set, scroll through the library of voice filters, and sound effects to select your desired prank voice.

Step3 Now connect the selected Microphone to WhatsApp, host a call, and start enjoying the lovely prank voices from Voicemod.

3. Call Voice Changer [iOS]

Call Voice Changer is a simple yet powerful voice-changing app built with countless sound effects that you can use to fool your contacts during calls. The app helps you spice up your conversation with friends and families. It lets you select between funny, creepy, and loud voices.

Also, Call Voice Changer supports sound effects like birthday songs, cartoon characters, and lots more. All end-users of this app find it simple to operate. The reason is because of the clean user interface. Call Voice Changer provides you with real-time voice-changing effects- this means you have the privilege to change your voice at any time during calls.

call voice changer

How to Use Call Voice Changer- IntCall

Step1 On your iOS device, open the App Store, and click on the Search tab at the extreme lower right corner of your screen. Enter Call Voice Changer in the empty field provided and tap on the Enter key on your keypad.

Step2 A new screen showing the Call Voice Changer app will pop up. Here is what the app looks like:

new screen

Click on the GET button next to the app name. Validate your action when required. Launch the app after the successful download, accept the necessary conditions, and grant access if prompted.

Step3 When Call Voice Changer opens, add your cellphone number, and grant access to Microphone.

Next, select your preferred voice pitch on the next interface that pops up.

interface

Step4 Choose your preferred sound effect from the available options, and make calls via WhatsApp.

4. Funcalls- Voice Changer & Call Recording

With over 100 voice effects, Funcalls is another wonderful WhatsApp voice-changer you can use to alter your voice during audio or video calls. The app makes it to our top list because of the quality features it holds. Funcalls is well-designed with a clean interface that lets you navigate around easily and quickly without involving a third party.

Besides voice changing, Funcalls lets you record your conversations during calls. This WhatsApp voice-changer works perfectly with mobile operating systems like Android and iOS devices. It’s a highly flexible app that permits you to change your voice using different pitches and speeds.

How to Use Funcalls- Voice Changer & Call Recorder

Step1 Depending on the mobile operating system you are using, launch the App Store, or Google PlayStore, click on the Search button and enter Funcalls in the appropriate field.

Tap on the appropriate button to install the app on your device.

Step2 Wait patiently for the installation to complete, and follow the on-screen prompts to set up the app with your Android or iOS device. Once the configuration is complete, click on the Dialer button at the bottom of the app screen. Enter a cellphone number by selecting the appropriate keys. Ensure you input the country code while dialing the number.

Step3 Now select your preferred voice effect from the options appearing on your screen.

whatsapp voice changer fun calls

Host the call, and download the audio recording. After the call, share the recording with friends and families for fun.

5. Prank Dial

Designed for novices and experts in the tech space, Prank Dial is another voice changer that integrates with WhatsApp. This lightweight app lets you change your voice during calls to spice up conversations with families and friends.

It’s a fun app customized with several background sound effects. From funny sounds to annoying, celebrations, scams, money, politics, and lots more. Prank Dial WhatsApp voice-changer offers quality services in free and paid subscription packages. Like the Funcalls-Voice Changer & Call Recording, Prank Dial also supports call recording.

whatsapp voice changer prank dial

How to Use Prank Dial with WhatsApp

Step1 Click the appropriate button on your Android or iOS device to open Google PlayStore or App Store. Enter Prank Dial in the field given to search the WhatsApp voice-changer.

Tap the corresponding button to download and install the app on your device. After the installation is over, open the app for operation.

Step2 Next, kindly grant Prank Dial access to calls, contact, and local storage. Pick a sound effect to prank your friend, and head to connect with a friend via WhatsApp.

Step3 Once the step above is complete, settle down and prank your friends. Export and share audio recordings with people on your contact list for fun.

6. Voice Changer with Effects

Here is another good WhatsApp voice-changer with top-notch sound effects that you can select from to prank your contacts. It is a high utility voice-changing app well-known for delivering all it promises. End-users have the freedom to switch a boring phone call into an interesting one by selecting a background effect.

How to Use Voice Changer with Effects with WhatsApp

Step1 Download and install Voice Changer with Effects on your smartphone. Launch the app, and grant necessary permission as required.

Step2 Next, locate the Microphone icon, and click on it. Speak to the mic, and add your desired background voice effect.

Step3 Once the step above is complete, edit the recording, and hit the Share button to send it to your contact.

hit share

You can share it via WhatsApp. To do that, select the WhatsApp icon

select the whatsapp icon

7. Narrator’s Voice

Lastly, Narrator’s voice is a top-rated WhatsApp voice-changing app designed with extraordinary background sound effects you can use to create a wonderful phone call experience. The app supports the text-to-speech feature. Thus, you can type, and Narrator’s Voice will convert into speech.

whatsapp voice changer narrators voice

How to Use Narrator’s Voice with WhatsApp

Step1 Run Narrator’s Voice by clicking on the appropriate icon on your Android device.

Step2 Grant the app access to all the necessary apps and features, including the microphone. Speak to the microphone to proceed.

Step3 Edit your speech with sound effects, and click on Apply. When the editing is complete, click on Share to send to friends.

Part 2: FAQs

Q1. Can I change my voice during calls?

Yes, of course, you can!

However, you need a voice-changing app that supports real-time voice changing. You can select one from the list shared above. We mentioned seven (7) quality voice-changing apps that you can use to prank your contact during calls.

Q2. How to edit voice recordings before sharing them with friends?

Editing voice recording before sharing it with friends is straightforward if you have a voice editing tool like Wondershare Filmora. Wondershare Filmora is a world-leading video editing software with robust features that you need to edit your media files. It supports audio editing without distorting the file format.

Filmora allows you to detach audio from videos, delete, and adjust audio speeds with quality. Additionally, you can use the software to edit your videos, add transitions, effects, and more. This software works with popular computer systems like Windows and Mac. The software is simple to operate and offers quality results at a remarkably high speed. When compared with other video editing tools, Filmora stands out.

whatsapp voice changer filmora go

Conclusion

Now we’ve successfully explored the best 7 WhatsApp voice changers. Which do you wish to invest your funds in? While making a selection, we advise that you consider the subscription price, ease of use, and compatibility. If you want to edit your voice recordings before sharing them with friends and relatives, Filmora is the perfect tool to apply.

Free Download For Win 7 or later(64-bit)

Free Download For macOS 10.14 or later

Try AI Voice Changer For Win 7 or later(64-bit)

Try AI Voice Changer For macOS 10.14 or later

Part 1. 7 Best Voice Changers for WhatsApp

Here are the seven (7) most powerful software or apps that offer quality voice-changing services on WhatsApp:

1. Magic Call[iOS] [Free with Limited Features]

Magic Call [iOS] is one of the best voice-changing apps available on the internet. The app lets you switch your voice into a fun and lovely one with complete ease. It’s a simple app available for download to Android and iOS devices.

Users of this WhatsApp voice changer find it simple to operate because of the comprehensive user interface and rich features it holds. Magic Call [iOS] is a freemium app and highly secured. The app provides you with several voice-changing options that you can choose from to prank your callers. Some of them are male, female, and robotic sounds. Additionally, it supports sounds like clap, laughter, gasp, and several others.

whatsapp voice changer magic call

How to Use Magic Call [iOS] with WhatsApp

Open Google PlayStore or App Store on your Android device, and search Magic Call. Click on the corresponding key to download and install the app on your device, then follow the procedure below to change your WhatsApp voice:

Step1 Launch Magic Call [iOS], and grant it access to the necessary features such as contact, audio recording, etc.

Step2 Next, choose a contact from the list appearing on your display screen to speak to

Step3 Tap on the contact’s name, and then click on the Female Voice filter from the options that pop up.

Step4 Apply the WhatsApp voice-changer to spice up your conversation with friends and relatives on your contact.

2. Voicemod

Here is another fun-oriented software that permits you to change your voice during WhatsApp calls easily and quickly. Voicemod is a highly efficient WhatsApp voice changer popular among gamers, content creators, and more.

The app is well-customized with epic sound effects that you can select from to pimp your voice during calls. You can choose to sound like a robot, woman, man, or demon. Voicemod integrates with apps like TikTok, Elgato Stream, Audacity, Discord, Skype, and many more.

Also, Voicemod comes with voice filters. The app allows you to switch between scary, loud, or funny voices. Additionally, you have the chance to customize your vice via the Voicelab feature tucked into it. It’s a simple tool compatible with Windows, Mac, and Chromebook.

whatsapp voice changer voicemod

How to Use Voicemod with WhatsApp

Step1 Open your desired web browser on your PC, and navigate to the official website for Voicemod. A page as below will appear on your screen:

Click on the corresponding button to download and install a suitable version. Wait until the download is complete, and follow the on-screen instructions to configure the app. Ensure you grant permission to the necessary devices such as Microphone, etc.

Step2 Next, confirm the Voice Changer toggle at the bottom of the Window page is activated. Once that’s set, scroll through the library of voice filters, and sound effects to select your desired prank voice.

Step3 Now connect the selected Microphone to WhatsApp, host a call, and start enjoying the lovely prank voices from Voicemod.

3. Call Voice Changer [iOS]

Call Voice Changer is a simple yet powerful voice-changing app built with countless sound effects that you can use to fool your contacts during calls. The app helps you spice up your conversation with friends and families. It lets you select between funny, creepy, and loud voices.

Also, Call Voice Changer supports sound effects like birthday songs, cartoon characters, and lots more. All end-users of this app find it simple to operate. The reason is because of the clean user interface. Call Voice Changer provides you with real-time voice-changing effects- this means you have the privilege to change your voice at any time during calls.

call voice changer

How to Use Call Voice Changer- IntCall

Step1 On your iOS device, open the App Store, and click on the Search tab at the extreme lower right corner of your screen. Enter Call Voice Changer in the empty field provided and tap on the Enter key on your keypad.

Step2 A new screen showing the Call Voice Changer app will pop up. Here is what the app looks like:

new screen

Click on the GET button next to the app name. Validate your action when required. Launch the app after the successful download, accept the necessary conditions, and grant access if prompted.

Step3 When Call Voice Changer opens, add your cellphone number, and grant access to Microphone.

Next, select your preferred voice pitch on the next interface that pops up.

interface

Step4 Choose your preferred sound effect from the available options, and make calls via WhatsApp.

4. Funcalls- Voice Changer & Call Recording

With over 100 voice effects, Funcalls is another wonderful WhatsApp voice-changer you can use to alter your voice during audio or video calls. The app makes it to our top list because of the quality features it holds. Funcalls is well-designed with a clean interface that lets you navigate around easily and quickly without involving a third party.

Besides voice changing, Funcalls lets you record your conversations during calls. This WhatsApp voice-changer works perfectly with mobile operating systems like Android and iOS devices. It’s a highly flexible app that permits you to change your voice using different pitches and speeds.

How to Use Funcalls- Voice Changer & Call Recorder

Step1 Depending on the mobile operating system you are using, launch the App Store, or Google PlayStore, click on the Search button and enter Funcalls in the appropriate field.

Tap on the appropriate button to install the app on your device.

Step2 Wait patiently for the installation to complete, and follow the on-screen prompts to set up the app with your Android or iOS device. Once the configuration is complete, click on the Dialer button at the bottom of the app screen. Enter a cellphone number by selecting the appropriate keys. Ensure you input the country code while dialing the number.

Step3 Now select your preferred voice effect from the options appearing on your screen.

whatsapp voice changer fun calls

Host the call, and download the audio recording. After the call, share the recording with friends and families for fun.

5. Prank Dial

Designed for novices and experts in the tech space, Prank Dial is another voice changer that integrates with WhatsApp. This lightweight app lets you change your voice during calls to spice up conversations with families and friends.

It’s a fun app customized with several background sound effects. From funny sounds to annoying, celebrations, scams, money, politics, and lots more. Prank Dial WhatsApp voice-changer offers quality services in free and paid subscription packages. Like the Funcalls-Voice Changer & Call Recording, Prank Dial also supports call recording.

whatsapp voice changer prank dial

How to Use Prank Dial with WhatsApp

Step1 Click the appropriate button on your Android or iOS device to open Google PlayStore or App Store. Enter Prank Dial in the field given to search the WhatsApp voice-changer.

Tap the corresponding button to download and install the app on your device. After the installation is over, open the app for operation.

Step2 Next, kindly grant Prank Dial access to calls, contact, and local storage. Pick a sound effect to prank your friend, and head to connect with a friend via WhatsApp.

Step3 Once the step above is complete, settle down and prank your friends. Export and share audio recordings with people on your contact list for fun.

6. Voice Changer with Effects

Here is another good WhatsApp voice-changer with top-notch sound effects that you can select from to prank your contacts. It is a high utility voice-changing app well-known for delivering all it promises. End-users have the freedom to switch a boring phone call into an interesting one by selecting a background effect.

How to Use Voice Changer with Effects with WhatsApp

Step1 Download and install Voice Changer with Effects on your smartphone. Launch the app, and grant necessary permission as required.

Step2 Next, locate the Microphone icon, and click on it. Speak to the mic, and add your desired background voice effect.

Step3 Once the step above is complete, edit the recording, and hit the Share button to send it to your contact.

hit share

You can share it via WhatsApp. To do that, select the WhatsApp icon

select the whatsapp icon

7. Narrator’s Voice

Lastly, Narrator’s voice is a top-rated WhatsApp voice-changing app designed with extraordinary background sound effects you can use to create a wonderful phone call experience. The app supports the text-to-speech feature. Thus, you can type, and Narrator’s Voice will convert into speech.

whatsapp voice changer narrators voice

How to Use Narrator’s Voice with WhatsApp

Step1 Run Narrator’s Voice by clicking on the appropriate icon on your Android device.

Step2 Grant the app access to all the necessary apps and features, including the microphone. Speak to the microphone to proceed.

Step3 Edit your speech with sound effects, and click on Apply. When the editing is complete, click on Share to send to friends.

Part 2: FAQs

Q1. Can I change my voice during calls?

Yes, of course, you can!

However, you need a voice-changing app that supports real-time voice changing. You can select one from the list shared above. We mentioned seven (7) quality voice-changing apps that you can use to prank your contact during calls.

Q2. How to edit voice recordings before sharing them with friends?

Editing voice recording before sharing it with friends is straightforward if you have a voice editing tool like Wondershare Filmora. Wondershare Filmora is a world-leading video editing software with robust features that you need to edit your media files. It supports audio editing without distorting the file format.

Filmora allows you to detach audio from videos, delete, and adjust audio speeds with quality. Additionally, you can use the software to edit your videos, add transitions, effects, and more. This software works with popular computer systems like Windows and Mac. The software is simple to operate and offers quality results at a remarkably high speed. When compared with other video editing tools, Filmora stands out.

whatsapp voice changer filmora go

Conclusion

Now we’ve successfully explored the best 7 WhatsApp voice changers. Which do you wish to invest your funds in? While making a selection, we advise that you consider the subscription price, ease of use, and compatibility. If you want to edit your voice recordings before sharing them with friends and relatives, Filmora is the perfect tool to apply.

Free Download For Win 7 or later(64-bit)

Free Download For macOS 10.14 or later

Use Path Blur In Photoshop To Create Motion Effect

There are different kinds of blur effects that redefine the movement and intensity of an image. By applying a suitable blur effect, you can increase the visual appeal of your still photo by emphasizing a certain motion. Path blur is one of the trending motion blur effects that people use to enhance their photos instantly. Through this article, you can learn how to use path blur in Photoshop conveniently.

Part 1: What is Path Blur and How Does It Work?

Path blur is a kind of motion blur that highlights a motion and speed in a certain direction. It helps to create a sense of movement by adjusting the blur intensity and central point. If you want to display a stimulating motion in an image, path blur can assist you in this regard.

Path blur works by adjusting two variables: Speed and Taper. By adjusting the speed slider, you can specify the amount of path blur. In addition to speed, you can adjust the taper value accordingly to determine the blur trail.

what is path blur

This effect can instantly add new dimensions to your captured photo. For instance, if you have captured a photo of a racing car, you can add a path blur effect to give a sense of speed to it. You can easily find this special effect in Adobe Photoshop. By using the selection tools, you can effectively add a path blur effect to your image in the selected area. To know more about path blur in Photoshop, continue reading this article.

Part 2: How to Use Path Blur in Photoshop?

Photoshop is undoubtedly the most commonly used tool to edit pictures with great configuration options. After uploading the image, you can quickly transform it by adding new effects, filters, and layers. You can retouch your photography efficiently through this tool by increasing the quality of pictures. Moreover, the clean user interface of Photoshop allows you to utilize the advanced functions without any interruptions.

Are you ready to use Photoshop path blur? Read this part of the article to find out two interesting ways to create a path blur effect in the images.

Add Dynamic Effect to Your Static Images

Step1 Open Photoshop and import the desired picture. Once done, go to the “Layers” section and copy the background layer. For this, press “Ctrl + J” in Windows and “Command + J” for MacBook.

create background layer copy

Step2 Now proceed to the “Filter” section and locate the option “Blur Gallery”. From there, choose the “Path Blur” option. Now you would be able to see an arrow on your screen. Using this arrow, you can specify the path blur motion. Drag and close the arrow where you want to show the speed. Also, set a higher value for the speed given on the right side. Once done, hit the “OK” button.

choose the path blur

Create a Long Exposure Picture

Step1 Navigate to the Adobe Photoshop tool and begin by uploading a picture. Afterward, go to the “Filter” tab and select “Convert for Small Filters.”

select convert for the smart filters option

Step2 Now go to the “Filter” tab again and choose the “Blur Gallery” option. From there, select the “Path Blur” option. Now adjust the displayed arrow in a particular direction to decide the starting and endpoint of the path blur. Moreover, modify the “Speed” slider according to your choice.

proceed with path blur

Step3 After dragging the arrow in a particular direction, a blue dot will appear at the center. Press the “Delete” button to eliminate that point. Now select the endpoint of the arrow and change its blur shape.

delete the blue dot

Step4 Utilize the noise section to add a grainy effect in the blurred area. Once done, click on the “OK” button. Now select the masking tool to select the area in your picture. Afterward, choose the “Smart Mask” filter and then navigate to the “Fill” option given in the “Edit” section.

select the fill option

Step5 In the fill menu, choose the color “Black.” Now go to the “Select” section and click “Deselect.” To soften the whole look, you can go to the “Properties” panel and adjust the “Feather” properties.

adjust the feather properties

Step6 Now add the first layer and choose the option “Convert for Smart Filters.” Again, go to the “Filter” section, select “Blur Gallery,” and uncheck the option called “Edit Blur Screen.”

tap on convert for smart filters option

Step7 Now increase the length of the arrow and press “Ctrl + Click” for Windows or “Command + Click” for Mac to reposition the path. You can also add a curve to the arrow. Enhance the speed from the right panel and uncheck the option of “Center Blur.” You can increase the taper value to make the blur gradually trail off. Add a grainy filter for more enhancements.

disable the centered blur option

Bonus Tips – The Alternative to Photoshop to Create Motion Blur Effect

Many users find the interface of Adobe Photoshop intimidating or challenging to operate. If you want an alternative to Photoshop, the best choice you can make is to use Wondershare Filmora . For beginners, this tool adds built-in presets that are professionally made.

Free Download For Win 7 or later(64-bit)

Free Download For macOS 10.14 or later

It offers more than 900 effects that you can use to add new dimensions to your photos and videos. Moreover, it provides fast processing speed for photo and video editing to help you achieve your goals conveniently.

Steps to Produce Motion Blur Effect in Filmora

If you are a beginner and want to create a motion blur effect, then use the steps mentioned below:

Step1 Add the Image to Timeline

After launching Filmora, select “Create New Project” and import the desired picture. After dragging it to the timeline, you have to split it to proceed.

import the desired image

Step2 Choose the Background Blur

To split, choose the starting and ending point in the clip where you want to add the motion blur effect. Once done, go to the “Effects” tab and search for the “Background Blur” effect section. Pick and apply the desired blur filter to the split section of the video.

split the added clip

Step3 Apply the Transition

Once you have added the motion blur effect, you can check the results from the preview window. You can also apply the “Dissolve” transition from the “Transitions” tab to generate a smooth result.

access transitions tab

Conclusion

If you want to display a sense of speed and movement in the picture, you can add a path blur effect. It’s one of the types of motion blur effects that many people use in their pictures to add a dynamic element. By reading this article, you have learned how to add path blur in Photoshop through simple means. Moreover, you can also explore the tool Filmora to create a motion blur effect in the photos effortlessly.

Free Download For macOS 10.14 or later

It offers more than 900 effects that you can use to add new dimensions to your photos and videos. Moreover, it provides fast processing speed for photo and video editing to help you achieve your goals conveniently.

Steps to Produce Motion Blur Effect in Filmora

If you are a beginner and want to create a motion blur effect, then use the steps mentioned below:

Step1 Add the Image to Timeline

After launching Filmora, select “Create New Project” and import the desired picture. After dragging it to the timeline, you have to split it to proceed.

import the desired image

Step2 Choose the Background Blur

To split, choose the starting and ending point in the clip where you want to add the motion blur effect. Once done, go to the “Effects” tab and search for the “Background Blur” effect section. Pick and apply the desired blur filter to the split section of the video.

split the added clip

Step3 Apply the Transition

Once you have added the motion blur effect, you can check the results from the preview window. You can also apply the “Dissolve” transition from the “Transitions” tab to generate a smooth result.

access transitions tab

Conclusion

If you want to display a sense of speed and movement in the picture, you can add a path blur effect. It’s one of the types of motion blur effects that many people use in their pictures to add a dynamic element. By reading this article, you have learned how to add path blur in Photoshop through simple means. Moreover, you can also explore the tool Filmora to create a motion blur effect in the photos effortlessly.

Easy Way to Create an Alternate Reality Effect

Ditch boring one-dimensional videos and create a mesmerizing video with this alternative reality effect you can easily create using Wondershare Filmora.

This cool effect enables you to show a dream-like scene where two mirrored footages appear within the same frame using the Masking feature. But why stop there?

Keep reading to find out how you can use this style of effect to spice up your daily vlog bumper intro or even for your upcoming sci-fi content.

a preview of the alternate reality effect

Preparing the footage

There are not many restrictions on preparing the footage for this effect. However, depending on the results you’re aiming for, you might need to consider a few things.

First, a wider view and some camera panning, or tilting will deliver a better result as it provides angle variations. This will later enhance the dynamic of the scene, making it feels even more uncanny.

Then, while you’re at it, you need to also figure out the purpose of the video itself. If you want to upload it to certain platforms where vertical videos are more popular, you will want to work on that as well. When you’re shooting your footage, make sure that you’re taking it at the correct angle that would fit the ratio you’re aiming for.

Last but not least, consider the length of the footage. If you’re planning to make a bumper video, you might want a quick yet comprehensive shot of the objects you want to highlight. You can always trim and adjust the timing later, but it is better to also plan it early.

Editing the video

If you have your footage or stock video ready, then you can start editing. Follow this simple step-by-step guide to create your own alternate reality using Filmora .

Free Download For Win 7 or later(64-bit)

Free Download For macOS 10.14 or later

Step 1: Drag and drop the video footage into the timeline - this will be the bottom part of the scene. Go to Effect > Utility > Image Mask. Drag and drop it onto the video footage.

open the utility menu to insert an image mask

Step 2: Adjust the mask by double-clicking the video footage. Go to Setting > Mask Setting and choose any shape you like. Set the feather number to 100.

go to mask setting and adjust the feather number

Step 3: Scroll up the Setting > Transform. Adjust the position of the video footage on the x and y-axis to ensure that the mask shows the bottom of the landscape view. Click Ok.

adjust the position using the x and y-axis

Step 4: Drag and drop the same video footage onto the timeline next to the first video footage. Place an Image Mask as well on this footage. This will be the upper part of the scene.

drop the same footage on the timeline

Step 5: Double-click the second footage to open the Setting menu on the top left. Choose Transform > Vertical Flip.

opt for a vertical flip transformation to the footage

Step 6: Scroll down the Setting menu to find the mask settings. Choose an opposing mask shape for this second footage then set the feather number to 100 as well.

select an opposing mask shape

Step 7: Adjust the video footage position by dragging the second footage to the second video track and aligning it with the first video footage.

drag the second footage so that both overlap each other

Step 8: Double-click to open the Setting > Transform, then, adjust the x and y-axis numbers to ensure that the mask reveals only the top half of the landscape. Click Ok.

adjust the x and y-axis of the second footage

You can recheck the preview at this stage and just save it as it is if you’re already satisfied with the result. However, if you want a more dynamic alternate reality scene, continue reading to see advanced tips you can follow to make your video looks even more otherworldly.

Enhancing the effect with rotation keyframes

If you’re using stock videos or encountering limitations when making your footage, chances are your alternate reality is not looking as dynamic as you want it to be. Go all out by adding the rotation keyframes to the video footage so that the alternate reality looks more unreal.

Step 1: Double-click the video footage on the first video track to open the Animation Settings > Customize.

open animation settings to customize keyframe rotation

Step 2: Move the playhead to the beginning of the first video footage and add a keyframe by clicking on the Add button. Set the rotation of this keyframe at 0 and the scale at 100.

move the playhead to the beginning and click add

Step 3: Now move the playhead to the end of the video footage and add another keyframe. This time, set the rotation to 20 and adjust the scale number to 115.

move the playhead to the end and click add

Step 4: Do Steps 1 to 3 to the second video footage. Don’t forget to preview the result to see if both footages are rotated properly.

previewing the result

Your alternate reality is now more dynamic with more movement. You can also add more filters or effects to further enhance the sci-fi ambiance. Once you’re satisfied, you can export the file to a format that is compatible with your destination platform.

Conclusion

Wondershare Filmora aims to empower your inner video creator with its robust yet easy-to-use editing suite. You can easily mimic the scenes from the latest blockbuster superhero movies with some simple clicks.

Not only it offers a strapping video editing menu with simple visual effects plug-ins and beginner-friendly smart templates, but you can also access its rich royalty-free stock media library. You can operate the program on both Windows and Mac. Install the program and let it do wonders to your content.

Free Download For macOS 10.14 or later

Step 1: Drag and drop the video footage into the timeline - this will be the bottom part of the scene. Go to Effect > Utility > Image Mask. Drag and drop it onto the video footage.

open the utility menu to insert an image mask

Step 2: Adjust the mask by double-clicking the video footage. Go to Setting > Mask Setting and choose any shape you like. Set the feather number to 100.

go to mask setting and adjust the feather number

Step 3: Scroll up the Setting > Transform. Adjust the position of the video footage on the x and y-axis to ensure that the mask shows the bottom of the landscape view. Click Ok.

adjust the position using the x and y-axis

Step 4: Drag and drop the same video footage onto the timeline next to the first video footage. Place an Image Mask as well on this footage. This will be the upper part of the scene.

drop the same footage on the timeline

Step 5: Double-click the second footage to open the Setting menu on the top left. Choose Transform > Vertical Flip.

opt for a vertical flip transformation to the footage

Step 6: Scroll down the Setting menu to find the mask settings. Choose an opposing mask shape for this second footage then set the feather number to 100 as well.

select an opposing mask shape

Step 7: Adjust the video footage position by dragging the second footage to the second video track and aligning it with the first video footage.

drag the second footage so that both overlap each other

Step 8: Double-click to open the Setting > Transform, then, adjust the x and y-axis numbers to ensure that the mask reveals only the top half of the landscape. Click Ok.

adjust the x and y-axis of the second footage

You can recheck the preview at this stage and just save it as it is if you’re already satisfied with the result. However, if you want a more dynamic alternate reality scene, continue reading to see advanced tips you can follow to make your video looks even more otherworldly.

Enhancing the effect with rotation keyframes

If you’re using stock videos or encountering limitations when making your footage, chances are your alternate reality is not looking as dynamic as you want it to be. Go all out by adding the rotation keyframes to the video footage so that the alternate reality looks more unreal.

Step 1: Double-click the video footage on the first video track to open the Animation Settings > Customize.

open animation settings to customize keyframe rotation

Step 2: Move the playhead to the beginning of the first video footage and add a keyframe by clicking on the Add button. Set the rotation of this keyframe at 0 and the scale at 100.

move the playhead to the beginning and click add

Step 3: Now move the playhead to the end of the video footage and add another keyframe. This time, set the rotation to 20 and adjust the scale number to 115.

move the playhead to the end and click add

Step 4: Do Steps 1 to 3 to the second video footage. Don’t forget to preview the result to see if both footages are rotated properly.

previewing the result

Your alternate reality is now more dynamic with more movement. You can also add more filters or effects to further enhance the sci-fi ambiance. Once you’re satisfied, you can export the file to a format that is compatible with your destination platform.

Conclusion

Wondershare Filmora aims to empower your inner video creator with its robust yet easy-to-use editing suite. You can easily mimic the scenes from the latest blockbuster superhero movies with some simple clicks.

Not only it offers a strapping video editing menu with simple visual effects plug-ins and beginner-friendly smart templates, but you can also access its rich royalty-free stock media library. You can operate the program on both Windows and Mac. Install the program and let it do wonders to your content.

Also read:

  • Title: In 2024, Mastering OpenCV Object Tracking A Comprehensive Guide for Beginners and Experts
  • Author: Chloe
  • Created at : 2024-05-20 03:38:16
  • Updated at : 2024-05-21 03:38:16
  • Link: https://ai-editing-video.techidaily.com/in-2024-mastering-opencv-object-tracking-a-comprehensive-guide-for-beginners-and-experts/
  • License: This work is licensed under CC BY-NC-SA 4.0.
On this page
In 2024, Mastering OpenCV Object Tracking A Comprehensive Guide for Beginners and Experts