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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1110
“Extract the Audio from Video by using python”
Samruddhi Sasavade1,Trupti Sutar2, Karan Barale3 , Digvijay Kambale4
1,2,3,4Students of
Department of Computer Science & Engineering,
Sanjeevan Engineering and Technology Institute, Panhala - 416201
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - A video to audio converter is a programme that
converts video to audio and video to mp3. In this application,
you must first select a file and then press the convert button
once you have finished selecting your video file. This video to
audio converter tool will then begin convertingvideotoaudio,
and your audio file will be saved in the same folder. Let's
create a Python Video to Audio Converter project.
Key Words: Python- moviepy, tkinter
1 INTRODUCTION
Since the emergence of social media sites like YouTube and
Instagram, video content has grown in popularity. However,
there are times when we prefer to just listen to a video's
audio rather than watch it. A video to audio converter is
useful in this situation. A software programme known as a
"video to audio converter" may extract audio from a video
file and store it in an audio file format like MP3 or WAV. By
doing this, users can listen to their favourite podcasts or
music without having to see the accompanying video. There
are several popular multimedia formats availabletoday,and
each one is fortunate to have a specific application (Video
Home System, Internet Video Streaming, Video Editing, etc.)
or was invented specificallyforportablemultimedia devices.
Some programmes and gadgets can only accept formatsthat
were specifically designed for them. It is well known that
there are numerous multimedia devices (such as DVD
players, mobile phones, iPods, PSPs,Zune, PlayStations, etc.)
and various audio/video data carriers (such as DVDs, the
Internet, Blue Ray, HDDs, and Flash USB storage), making it
relatively simple for even seasoned users to encounter
difficulties when selecting the best one. Because virtually all
devices are produced by universal brands like Microsoft,
Apple, and Sony, which can be considered competitors, it
appears to be extremely complicated. Additionally, the
products that these companies are promoting occasionally
appear to be incompatible not only withPCbutalsowithone
another. These limitations are brought about by the
development of unique video formats for specific devices.
The main difference between the video and audio is The
video is available in a number of file formats, including Mp4,
MOV, and WEBM. The audio and video in these files are
synced. Mp3 files, on the other hand, just have audio and no
visuals. As a result, mp3 files consume far less space on
storage devices like smart phones, online storage platforms,
and hard discs. Additionally, certain devices can only play
and store MP3 files. The internet is rife with videos that we
might enjoy watching whileworkingout, exercising,ordoing
housework. Music with music videos, podcasts with video
segments, interviews, and motivational speeches are just a
few examples. We don't know about you, but at least one of
our friends has a phone that is overflowing onanygivenday.
As was already mentioned, mp3 files take up less space, so if
you remove any superfluous videos, you can fit more songs,
images, or films on your devices. You'd be shocked at how
much space a few videos downloaded to your phone,
computer, or external storage device will use. Videofilescan
grow rather large.
Using basic operations (such cuts, concatenations, and title
insertions), video compositing (also known as non-linear
editing), video processing, or complex effects, MoviePy is a
Python module for video editing. The majority of popular
video formats, including GIF, can be read and written.
1.1 Problem Statement
There are several systems out therethatonlytranslateaudio
or video into text. There are numerous live transcribing
programmes for various transcribing tasks that we see, use,
and are present in our regular job and professional profiles.
Since this system only uses audio transcription, there is a
chance that occasionally the pronunciation will beincorrect.
The accuracy issue arises throughout the video to text
conversion process when we attempt to obtain audio
accuracy in order to provide the desired output. In contrast,
a video plays frame by frame, which takestimeand results in
a slow output.
1.2 Objective
2 Literature Survey
In this study, we present a novel technique forautomatically
aligning and evaluating audio-visual text for music video
summarization. The music video separates the video track
Using this application, we may get notes from audio and
video sources and solve the problem of documentation. In
order to extract the text that is present in each frame and
add it to the output textbox, we are utilising the open CV
programme with the provided input video as a source to
determine the frame rate. The audio file's speech
recognition technology.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1111
from the music track. The chorus can be located in the
musical track, according to an analysis of the music's
structure. We initially divide the photosandgrouptheminto
close-up face shots and non-facial shotsbefore extracting the
phrases and determining the mostoftenrepeatedlyricsfrom
the shots for the video track. The phrases from the music
video that are most frequently repeated, the shot type, and
the alignment of chorus boundaries are used to create the
synopsis. Studies for chorus detection, shot categorization,
and lyrics detection using 20 English music videos are
provided. individual user research. Studies for chorus
detection, shot categorization, and lyrics detection using 20
English music videos are provided. The effectiveness and
calibre of summary have been assessed by a series of
subjective user studies.
Video and audio data are gathered across a broad range of
issue disciplines in order to document processes,
procedures, or encounters. These video and audio data are
afterwards investigated using a number ofapproachesto try
to understand what was happening at the time of recording;
sometimes in relation to initial hypotheses and other times
in terms of a "post hoc" analysis utilising a more grounded
approach. This paper introduces the tools and methodology
for analysing video data and explores prospective
innovations in discourse analysis that can be inspired by
learning analytics.
In this third paper voice cloning techniques have been used
in a range of applications, such as video games and
customised speech interfaces for marketing. The most
sophisticated voice cloning technology may produce
perceptually unidentifiable speech by learning speech
features from a small sample of speech. These systems pose
new security and privacy risks to voice-driven interfaces.
Since fake audio has been used with malicious intent, it can
be difficult to tell the difference between real and fake audio
during a digital forensic analysis. This paper looks at the
issue of deep-fake audio categorization and evaluates the
usefulness of forensic deep-fake audio detection methods.
In the real world, where the main workplace challenges are
solved, there is a need for a video and audio to text
converter. This converter can be used for documentation by
many software businesses, academic institutions, and other
organisations. This is generally used by software businesses
to access notes, project data, project presentation materials,
etc. We chose to use Google Speech Recognition for our
system's UI because it issoreliableanduser-friendly.Python
is even our choice due of how easy it is to learn. If there is
only one audio file on the system, the audio to text converter
should be used to make it easier for the user to convert the
audio to text.
3 Process of video to audio converter
Video Converter is a multipurpose program specially
created for working with videofiles.Theprogramallowsyou
to perform practically all the operations with video.
1) Enhanced system of managing the conversion process
gives you an opportunity very quickly and qualitatively to
convert video from one format into the other; it is important
to mention that there are a great variety of supported video
formats and multimedia devices. By means of our Video
Converter, a user can easily save DVD film from a disc on
his/her PC, mobile phone or any multimedia device (iPhone,
iPod, PSP, Zune, Creative…), or on the contrary, write the
video on a DVD disc. The innovative "2pass encoding"
technology enables you to save DVD movies on your
computer, having drasticallyshrunk their sizeby5–10times.
What's amazing, though, is that the video quality of the final
product is still very high; it has excellent colour rendering
with very bright and rich colours, and definitely drowns out
small details even in the most dynamic scenes.
2) You can edit videos by adding or removingdifferentpieces
(such as titles or commercials), save audio tracks from
movies in MP3 formats, and do a variety of other tasks with
the aid of a professional "Video Editor."
3) The "Downloader"applicationallowsyoutobrowseorjust
download your favorite video clips from the most widely
used video hosting sites on the Internet, including YouTube,
MySpace, and AOL.
4) The built-in "Disc Writer" will assist you in saving the
video clips to a disc for later viewing, such as on a DVD
player.
5) A panel called "ProfileEditor"thatwasbuiltspecificallyfor
professional users allows you to manually select the desired
features of the finished video.(Use in google image)
Fig -1: The Process of Video to Audio Converter
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1112
3.1 Ways of video to audio converter:
A video file can be turned into an audio file in a variety of
ways. Here are some techniques you can use:
1. Online video to audio converters: These services are
available on a wide variety of websites. You can find a
variety of solutions by searching for "online video to audio
converter" in your favorite search engine. Typically, these
services let you upload your video file and convert it to
several audio formats.
2 .Desktop Software: A variety of desktop software
applications are available that enable audio to video
conversion. VLCMedia Player,Audacity,andFreemakeVideo
Converter are a few well-liked choices. These programmes
frequently support a large number of video and audio
formats and offer an intuitive user interface.
3. Using FFmpeg (Command Line): For managing
multimedia files, FFmpeg is a potent command-line
application. You can download FFmpeg and use it to convert
a movie to an audio file if you're comfortable using
command-line tools.
3.2 Recording Storing and Sharing video :
A wide range of devices, including dedicated video cameras
(at varied price points), digital cameras, and popular
handheld devices like smartphones and other mobile
phones, are available to conveniently and inexpensively
collect video data. The Diver project (Digital Interactive
Video Exploration & Reflection, used a set of 5 cameras to
acquire a 360-degree record of activity) is one example of
how head-mounted cameras might be used in fieldwork
situations or for documenting surgical operations. In
addition, a variety of websites and smartphone "apps"
specifically designed to enable the creation, hosting, and
sharing of videos have appeared in recent years (such as
YouTube, Tumblr, etc.). Many of them are associated with
the "social media" phenomena, in whichindividualsproduce
and distribute multimedia for use in their personal lives or
for entertainment. Although the focus of this study is not on
these resources, they show how pervasive the notion of
video as a publicly-created and shared communication
medium has grown. Additionally, it demonstrates how
simple it is to make and share video utilising a variety of
devices and thus, a variety of platforms. It is hoped that the
general public's increased familiarity with the concept of
recording and sharingvideo will promotegreateracceptance
and more naturalistic settings where video is recorded by
researchers and used in studies where those subjects in the
video are the main points of interest. In any case, video
diaries and video-recorded observations/user trials have a
long history in many disciplinary research areas, so it is
hoped that a wide audience of academics and researchers
who regularly record and analyse video data will find this
paper to be of interest.
3.3 Steps to Extract Audio from Video using Python
with MoviePy library
It will be difficult to handle the video in its rawbinaryformat,
so we will use an external library named moviepy for this
task. MoviePy works with Python versions 2.7 and up and
supports a wide range of operating systems, including
Windows, Linux, and macOS. It can read and write all of the
most popular audio and video formats, including GIF.
1. Setup the moviepy library
Since this library is not built-in, we must install it. To achieve
this, wewill utilize the package managerpip.Openaterminal
and type the following command to install the moviepy
Library.
pip install moviepy
2. Add the moviepy library
Let's begin by importing the libraries right away. The
moviepy package or the editor class only must be imported
specifically.
# Import moviepy
import moviepy.editor
3. Upload the movie
Let's learn about video formats before moving on tothenext
level. To perform the conversion without any issues, we
must be aware of the format of our video. The most popular
video formats include WMV (wmv, wma, asf*), OGG (ogg,
oga, ogv, ogx), 3GP (3gp, 3gp2, 3g2, 3gpp, 3gpp2) and MP4
(mp4, m4a, m4v, f4v, f4a, m4b, m4r, f4b, mov).
By addressing the video file via the argument, we must
create a VideoFileClip object.
#Load the Video Clip
video = moviepy.editor.VideoFileClip("Video.mp4")
Inside the method, we are adding the path of the video. The
video we are going to convert is in mp4 format.
4. Remove the audio.
Knowing a few audio formats is also a good idea in addition
to the video format. These popular file types include MP3,
AAC, WMA, and AC3. We now have some thoughts on both
forms. Now is the time to use the MoviePy librarytoperform
the conversion. The audio from the video that we defined
will now be extracted. Accessing the audio componentofthe
VideoFileClip object we constructed will allow you to easily
extract the audio. The extracted audio must then be written
into a new file with a specific filename.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1113
#Extract and export the Audio
video.audio.write_audiofile("Audio.mp3")
3.4 Tkinter
The term "graphical user interface" (GUI) refers to a type of
user interface that enables people to communicate with
computers visually through the use of objects like windows,
menus, and icons. It has advantages over the Command Line
Interface (CLI), which is more difficult to use than GUI and
requires users to type instructions into computers
exclusively using the keyboard. The built-in Python module
Tkinter is used to develop GUI applications. Given that it is
straightforward and quick to use, it is one of the most often
used modules for developing GUI applications in Python.
Since Tkinter is already included with Python, you don't
need to worry about installing it separately. It provides the
Tk GUI toolkit with an object-oriented interface.
Tkinter can be used to construct windows and dialogue
boxes, which enable users to interact with your programme.
These can be used to show data, collect feedback, or provide
the user options. Making a GUI for a desktopapplication:The
interface for a desktop application, which includes buttons,
menus, and other interactive elements, can be made using
Tkinter.
A command-line programme can have a GUI added to it
using Tkinter, which makes it simpler for users to interact
with the programme and enter arguments.
Tkinter allows you to build your own custom widgets in
addition to a wide range of built-in widgets like buttons,
labels, and text boxes.
A GUI prototype can be easily createdusingTkinter,allowing
you to test and iterate on various design concepts before
committing to a full implementation. The bottom line is that
Tkinter is a helpful tool for developing a wide range of
graphical userinterfaces,includingwindows,dialogue boxes,
and unique widgets. It is especially suitable for creating
desktop apps and giving command-line programmes a GUI.
4. Architecture
Let's look at how to build a video to audio converter using
the description of implementation modules is
1.Import each of the required modules first.
2.Make a window for our converter's user interface.
3.Create a function that processes the file and converts the
video to audio after the user selects the file.
4.The file will be saved automatically in the same folder.
5. Snapshot of the project
Image 1.1., open the window for video to audio converter
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1114
Image 1.2., select the video from this window
Image 1.3., Select audio format
Image 1.4., click the export button
Image 1.4 save the audio file name
Image 1.5., convert the video into audio
6. CONCLUSIONS
This programme provides an incredibly basic, hardly usable
sample. This might be enhancedina numberofways,suchas
by allowing users to load either an mp4 or a wav file, by
letting them choose from a range of speech recognizers, and
by displaying more information such as file size and length.
Graphical user interfaces can improvetheuser experience of
straightforward programmes, and they are easy to
implement in Python using programmes like MoviePy and
Tkinter Designer. To minimise their negative effects on the
user experience, performance concerns can also be fixed
utilising threading and conducting computationally
demanding operations in the background.
7. REFERENCES
[1]. Marcello Federico, Robert Enyedi, Roberto Barra-
Chicote, Ritwik Giri, Umut Isik, Arvindh
Krishnaswamy,Hassan Sawaf” From Speech-toSpeech
Translation to Automatic Dubbing” Proceedings of the 17th
International Conference on Spoken Language Translation
July 2020
[2]. GOPA - International EnergyConsultantINTEC&Hamm-
Lippstadt University of Applied Sciences 2022
[3]. Published in: IEEE Journal of Selected Topics in Signal
Processing ( Volume: 16, Issue: 6, October 2022)
[4]. Publishedin:IEEETransactionsonSoftwareEngineering
( Volume: 48, Issue: 1, 01 January 2022)
[5]. J. Pradeep, E. Srinivasan, S. Himavathi, Neural network
based handwritten character recognition system without
feature extraction, in 2011 International Conference on
Computer, Communication and Electrical Technology
(ICCCET), pp. 40–44 (2011).
[6]. R. Mittal, A. Garg, Text extraction using OCR: A
systematic review, in 2020 Second International Conference
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1115
on Inventive Research in Computing Applications (ICIRCA),
pp. 357–362 (2020).
[7] Brantley-Dias, L., Dias, M., Frisch,J.K.andRushton,G.,The
Role of Digital Video and Critical Incident Analysis In
Learning to Teach Science. Proceedings of the American
Educational Research Association Annual Meeting, (New
York City, New York, 2008), 2008.
[8] Brundell, P., Tennent, P., Greenhalgh, C., Knight, D.,
Crabtree, A., O'Malley, C., Ainsworth, S., Clarke, D., Carter, R.
and Adolphs, S., Digital Replay System (DRS) - a tool for
interaction analysis. Proceedings of the 2008 International
Conference on Learning Sciences (Workshop on Interaction
Analysis), (Utrecht, 2008), 2008.
[9] Carroll, J.M., Koenemann-Belliveau, J., Rosson, M.B. and
Singley, M.K., Critical incidents and critical themes in
empirical usability evaluation. Proceedings of the HCI-93
Conference: People and Computers VIII (British Computer
Society Conference Series), (1993), Cambridge, U.K.:
Cambridge University Press, 279-292, 1993.
[10] De Liddo, A., Sándor, Á. and Buckingham Shum, S.
Contested Collective Intelligence: rationale, technologies,
and a human-machine annotation study. Computer
Supported Cooperative Work (CSCW) (in press), 2012.
[11] Erickson, F. Definition and analysis of data from
videotape: Some researchproceduresandtheirrationales.In
J.L. Green, G. Camilli and P.B. Elmore, editors, Handbook of
complementary methods in education research. Erlbaum,
Mahwah, NJ, 2006, 177-205.
[12] Ferguson, R. and Buckingham Shum, S., Learning
analytics to identify exploratory dialogue within
synchronous text chat. Proceedings of the 1st International
Conference on Learning Analytics & Knowledge(LAK2011),
(Banff, Alberta, 2011), 2011.
[13] Flannigan, J.C. The critical incident technique.
Psychological Bulletin, 51 (4), 327-358, 1954.
[14] Killion, J.P. and Todnem, G.R. Capturing complexity: A
typology of reflective practice for teacher education.
Teaching and Teacher Education, 18, 73-85, 2002.
[15] Mercer, N. Sociocultural discourse analysis: analysing
classroom talk as a social mode of thinking. Journal of
Applied Linguistics, 1 (2), 137-168, 2004.

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Extract the Audio from Video by using python

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1110 “Extract the Audio from Video by using python” Samruddhi Sasavade1,Trupti Sutar2, Karan Barale3 , Digvijay Kambale4 1,2,3,4Students of Department of Computer Science & Engineering, Sanjeevan Engineering and Technology Institute, Panhala - 416201 ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - A video to audio converter is a programme that converts video to audio and video to mp3. In this application, you must first select a file and then press the convert button once you have finished selecting your video file. This video to audio converter tool will then begin convertingvideotoaudio, and your audio file will be saved in the same folder. Let's create a Python Video to Audio Converter project. Key Words: Python- moviepy, tkinter 1 INTRODUCTION Since the emergence of social media sites like YouTube and Instagram, video content has grown in popularity. However, there are times when we prefer to just listen to a video's audio rather than watch it. A video to audio converter is useful in this situation. A software programme known as a "video to audio converter" may extract audio from a video file and store it in an audio file format like MP3 or WAV. By doing this, users can listen to their favourite podcasts or music without having to see the accompanying video. There are several popular multimedia formats availabletoday,and each one is fortunate to have a specific application (Video Home System, Internet Video Streaming, Video Editing, etc.) or was invented specificallyforportablemultimedia devices. Some programmes and gadgets can only accept formatsthat were specifically designed for them. It is well known that there are numerous multimedia devices (such as DVD players, mobile phones, iPods, PSPs,Zune, PlayStations, etc.) and various audio/video data carriers (such as DVDs, the Internet, Blue Ray, HDDs, and Flash USB storage), making it relatively simple for even seasoned users to encounter difficulties when selecting the best one. Because virtually all devices are produced by universal brands like Microsoft, Apple, and Sony, which can be considered competitors, it appears to be extremely complicated. Additionally, the products that these companies are promoting occasionally appear to be incompatible not only withPCbutalsowithone another. These limitations are brought about by the development of unique video formats for specific devices. The main difference between the video and audio is The video is available in a number of file formats, including Mp4, MOV, and WEBM. The audio and video in these files are synced. Mp3 files, on the other hand, just have audio and no visuals. As a result, mp3 files consume far less space on storage devices like smart phones, online storage platforms, and hard discs. Additionally, certain devices can only play and store MP3 files. The internet is rife with videos that we might enjoy watching whileworkingout, exercising,ordoing housework. Music with music videos, podcasts with video segments, interviews, and motivational speeches are just a few examples. We don't know about you, but at least one of our friends has a phone that is overflowing onanygivenday. As was already mentioned, mp3 files take up less space, so if you remove any superfluous videos, you can fit more songs, images, or films on your devices. You'd be shocked at how much space a few videos downloaded to your phone, computer, or external storage device will use. Videofilescan grow rather large. Using basic operations (such cuts, concatenations, and title insertions), video compositing (also known as non-linear editing), video processing, or complex effects, MoviePy is a Python module for video editing. The majority of popular video formats, including GIF, can be read and written. 1.1 Problem Statement There are several systems out therethatonlytranslateaudio or video into text. There are numerous live transcribing programmes for various transcribing tasks that we see, use, and are present in our regular job and professional profiles. Since this system only uses audio transcription, there is a chance that occasionally the pronunciation will beincorrect. The accuracy issue arises throughout the video to text conversion process when we attempt to obtain audio accuracy in order to provide the desired output. In contrast, a video plays frame by frame, which takestimeand results in a slow output. 1.2 Objective 2 Literature Survey In this study, we present a novel technique forautomatically aligning and evaluating audio-visual text for music video summarization. The music video separates the video track Using this application, we may get notes from audio and video sources and solve the problem of documentation. In order to extract the text that is present in each frame and add it to the output textbox, we are utilising the open CV programme with the provided input video as a source to determine the frame rate. The audio file's speech recognition technology.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1111 from the music track. The chorus can be located in the musical track, according to an analysis of the music's structure. We initially divide the photosandgrouptheminto close-up face shots and non-facial shotsbefore extracting the phrases and determining the mostoftenrepeatedlyricsfrom the shots for the video track. The phrases from the music video that are most frequently repeated, the shot type, and the alignment of chorus boundaries are used to create the synopsis. Studies for chorus detection, shot categorization, and lyrics detection using 20 English music videos are provided. individual user research. Studies for chorus detection, shot categorization, and lyrics detection using 20 English music videos are provided. The effectiveness and calibre of summary have been assessed by a series of subjective user studies. Video and audio data are gathered across a broad range of issue disciplines in order to document processes, procedures, or encounters. These video and audio data are afterwards investigated using a number ofapproachesto try to understand what was happening at the time of recording; sometimes in relation to initial hypotheses and other times in terms of a "post hoc" analysis utilising a more grounded approach. This paper introduces the tools and methodology for analysing video data and explores prospective innovations in discourse analysis that can be inspired by learning analytics. In this third paper voice cloning techniques have been used in a range of applications, such as video games and customised speech interfaces for marketing. The most sophisticated voice cloning technology may produce perceptually unidentifiable speech by learning speech features from a small sample of speech. These systems pose new security and privacy risks to voice-driven interfaces. Since fake audio has been used with malicious intent, it can be difficult to tell the difference between real and fake audio during a digital forensic analysis. This paper looks at the issue of deep-fake audio categorization and evaluates the usefulness of forensic deep-fake audio detection methods. In the real world, where the main workplace challenges are solved, there is a need for a video and audio to text converter. This converter can be used for documentation by many software businesses, academic institutions, and other organisations. This is generally used by software businesses to access notes, project data, project presentation materials, etc. We chose to use Google Speech Recognition for our system's UI because it issoreliableanduser-friendly.Python is even our choice due of how easy it is to learn. If there is only one audio file on the system, the audio to text converter should be used to make it easier for the user to convert the audio to text. 3 Process of video to audio converter Video Converter is a multipurpose program specially created for working with videofiles.Theprogramallowsyou to perform practically all the operations with video. 1) Enhanced system of managing the conversion process gives you an opportunity very quickly and qualitatively to convert video from one format into the other; it is important to mention that there are a great variety of supported video formats and multimedia devices. By means of our Video Converter, a user can easily save DVD film from a disc on his/her PC, mobile phone or any multimedia device (iPhone, iPod, PSP, Zune, Creative…), or on the contrary, write the video on a DVD disc. The innovative "2pass encoding" technology enables you to save DVD movies on your computer, having drasticallyshrunk their sizeby5–10times. What's amazing, though, is that the video quality of the final product is still very high; it has excellent colour rendering with very bright and rich colours, and definitely drowns out small details even in the most dynamic scenes. 2) You can edit videos by adding or removingdifferentpieces (such as titles or commercials), save audio tracks from movies in MP3 formats, and do a variety of other tasks with the aid of a professional "Video Editor." 3) The "Downloader"applicationallowsyoutobrowseorjust download your favorite video clips from the most widely used video hosting sites on the Internet, including YouTube, MySpace, and AOL. 4) The built-in "Disc Writer" will assist you in saving the video clips to a disc for later viewing, such as on a DVD player. 5) A panel called "ProfileEditor"thatwasbuiltspecificallyfor professional users allows you to manually select the desired features of the finished video.(Use in google image) Fig -1: The Process of Video to Audio Converter
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1112 3.1 Ways of video to audio converter: A video file can be turned into an audio file in a variety of ways. Here are some techniques you can use: 1. Online video to audio converters: These services are available on a wide variety of websites. You can find a variety of solutions by searching for "online video to audio converter" in your favorite search engine. Typically, these services let you upload your video file and convert it to several audio formats. 2 .Desktop Software: A variety of desktop software applications are available that enable audio to video conversion. VLCMedia Player,Audacity,andFreemakeVideo Converter are a few well-liked choices. These programmes frequently support a large number of video and audio formats and offer an intuitive user interface. 3. Using FFmpeg (Command Line): For managing multimedia files, FFmpeg is a potent command-line application. You can download FFmpeg and use it to convert a movie to an audio file if you're comfortable using command-line tools. 3.2 Recording Storing and Sharing video : A wide range of devices, including dedicated video cameras (at varied price points), digital cameras, and popular handheld devices like smartphones and other mobile phones, are available to conveniently and inexpensively collect video data. The Diver project (Digital Interactive Video Exploration & Reflection, used a set of 5 cameras to acquire a 360-degree record of activity) is one example of how head-mounted cameras might be used in fieldwork situations or for documenting surgical operations. In addition, a variety of websites and smartphone "apps" specifically designed to enable the creation, hosting, and sharing of videos have appeared in recent years (such as YouTube, Tumblr, etc.). Many of them are associated with the "social media" phenomena, in whichindividualsproduce and distribute multimedia for use in their personal lives or for entertainment. Although the focus of this study is not on these resources, they show how pervasive the notion of video as a publicly-created and shared communication medium has grown. Additionally, it demonstrates how simple it is to make and share video utilising a variety of devices and thus, a variety of platforms. It is hoped that the general public's increased familiarity with the concept of recording and sharingvideo will promotegreateracceptance and more naturalistic settings where video is recorded by researchers and used in studies where those subjects in the video are the main points of interest. In any case, video diaries and video-recorded observations/user trials have a long history in many disciplinary research areas, so it is hoped that a wide audience of academics and researchers who regularly record and analyse video data will find this paper to be of interest. 3.3 Steps to Extract Audio from Video using Python with MoviePy library It will be difficult to handle the video in its rawbinaryformat, so we will use an external library named moviepy for this task. MoviePy works with Python versions 2.7 and up and supports a wide range of operating systems, including Windows, Linux, and macOS. It can read and write all of the most popular audio and video formats, including GIF. 1. Setup the moviepy library Since this library is not built-in, we must install it. To achieve this, wewill utilize the package managerpip.Openaterminal and type the following command to install the moviepy Library. pip install moviepy 2. Add the moviepy library Let's begin by importing the libraries right away. The moviepy package or the editor class only must be imported specifically. # Import moviepy import moviepy.editor 3. Upload the movie Let's learn about video formats before moving on tothenext level. To perform the conversion without any issues, we must be aware of the format of our video. The most popular video formats include WMV (wmv, wma, asf*), OGG (ogg, oga, ogv, ogx), 3GP (3gp, 3gp2, 3g2, 3gpp, 3gpp2) and MP4 (mp4, m4a, m4v, f4v, f4a, m4b, m4r, f4b, mov). By addressing the video file via the argument, we must create a VideoFileClip object. #Load the Video Clip video = moviepy.editor.VideoFileClip("Video.mp4") Inside the method, we are adding the path of the video. The video we are going to convert is in mp4 format. 4. Remove the audio. Knowing a few audio formats is also a good idea in addition to the video format. These popular file types include MP3, AAC, WMA, and AC3. We now have some thoughts on both forms. Now is the time to use the MoviePy librarytoperform the conversion. The audio from the video that we defined will now be extracted. Accessing the audio componentofthe VideoFileClip object we constructed will allow you to easily extract the audio. The extracted audio must then be written into a new file with a specific filename.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1113 #Extract and export the Audio video.audio.write_audiofile("Audio.mp3") 3.4 Tkinter The term "graphical user interface" (GUI) refers to a type of user interface that enables people to communicate with computers visually through the use of objects like windows, menus, and icons. It has advantages over the Command Line Interface (CLI), which is more difficult to use than GUI and requires users to type instructions into computers exclusively using the keyboard. The built-in Python module Tkinter is used to develop GUI applications. Given that it is straightforward and quick to use, it is one of the most often used modules for developing GUI applications in Python. Since Tkinter is already included with Python, you don't need to worry about installing it separately. It provides the Tk GUI toolkit with an object-oriented interface. Tkinter can be used to construct windows and dialogue boxes, which enable users to interact with your programme. These can be used to show data, collect feedback, or provide the user options. Making a GUI for a desktopapplication:The interface for a desktop application, which includes buttons, menus, and other interactive elements, can be made using Tkinter. A command-line programme can have a GUI added to it using Tkinter, which makes it simpler for users to interact with the programme and enter arguments. Tkinter allows you to build your own custom widgets in addition to a wide range of built-in widgets like buttons, labels, and text boxes. A GUI prototype can be easily createdusingTkinter,allowing you to test and iterate on various design concepts before committing to a full implementation. The bottom line is that Tkinter is a helpful tool for developing a wide range of graphical userinterfaces,includingwindows,dialogue boxes, and unique widgets. It is especially suitable for creating desktop apps and giving command-line programmes a GUI. 4. Architecture Let's look at how to build a video to audio converter using the description of implementation modules is 1.Import each of the required modules first. 2.Make a window for our converter's user interface. 3.Create a function that processes the file and converts the video to audio after the user selects the file. 4.The file will be saved automatically in the same folder. 5. Snapshot of the project Image 1.1., open the window for video to audio converter
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1114 Image 1.2., select the video from this window Image 1.3., Select audio format Image 1.4., click the export button Image 1.4 save the audio file name Image 1.5., convert the video into audio 6. CONCLUSIONS This programme provides an incredibly basic, hardly usable sample. This might be enhancedina numberofways,suchas by allowing users to load either an mp4 or a wav file, by letting them choose from a range of speech recognizers, and by displaying more information such as file size and length. Graphical user interfaces can improvetheuser experience of straightforward programmes, and they are easy to implement in Python using programmes like MoviePy and Tkinter Designer. To minimise their negative effects on the user experience, performance concerns can also be fixed utilising threading and conducting computationally demanding operations in the background. 7. REFERENCES [1]. Marcello Federico, Robert Enyedi, Roberto Barra- Chicote, Ritwik Giri, Umut Isik, Arvindh Krishnaswamy,Hassan Sawaf” From Speech-toSpeech Translation to Automatic Dubbing” Proceedings of the 17th International Conference on Spoken Language Translation July 2020 [2]. GOPA - International EnergyConsultantINTEC&Hamm- Lippstadt University of Applied Sciences 2022 [3]. Published in: IEEE Journal of Selected Topics in Signal Processing ( Volume: 16, Issue: 6, October 2022) [4]. Publishedin:IEEETransactionsonSoftwareEngineering ( Volume: 48, Issue: 1, 01 January 2022) [5]. J. Pradeep, E. Srinivasan, S. Himavathi, Neural network based handwritten character recognition system without feature extraction, in 2011 International Conference on Computer, Communication and Electrical Technology (ICCCET), pp. 40–44 (2011). [6]. R. Mittal, A. Garg, Text extraction using OCR: A systematic review, in 2020 Second International Conference
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 06 | Jun 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 1115 on Inventive Research in Computing Applications (ICIRCA), pp. 357–362 (2020). [7] Brantley-Dias, L., Dias, M., Frisch,J.K.andRushton,G.,The Role of Digital Video and Critical Incident Analysis In Learning to Teach Science. Proceedings of the American Educational Research Association Annual Meeting, (New York City, New York, 2008), 2008. [8] Brundell, P., Tennent, P., Greenhalgh, C., Knight, D., Crabtree, A., O'Malley, C., Ainsworth, S., Clarke, D., Carter, R. and Adolphs, S., Digital Replay System (DRS) - a tool for interaction analysis. Proceedings of the 2008 International Conference on Learning Sciences (Workshop on Interaction Analysis), (Utrecht, 2008), 2008. [9] Carroll, J.M., Koenemann-Belliveau, J., Rosson, M.B. and Singley, M.K., Critical incidents and critical themes in empirical usability evaluation. Proceedings of the HCI-93 Conference: People and Computers VIII (British Computer Society Conference Series), (1993), Cambridge, U.K.: Cambridge University Press, 279-292, 1993. [10] De Liddo, A., Sándor, Á. and Buckingham Shum, S. Contested Collective Intelligence: rationale, technologies, and a human-machine annotation study. Computer Supported Cooperative Work (CSCW) (in press), 2012. [11] Erickson, F. Definition and analysis of data from videotape: Some researchproceduresandtheirrationales.In J.L. Green, G. Camilli and P.B. Elmore, editors, Handbook of complementary methods in education research. Erlbaum, Mahwah, NJ, 2006, 177-205. [12] Ferguson, R. and Buckingham Shum, S., Learning analytics to identify exploratory dialogue within synchronous text chat. Proceedings of the 1st International Conference on Learning Analytics & Knowledge(LAK2011), (Banff, Alberta, 2011), 2011. [13] Flannigan, J.C. The critical incident technique. Psychological Bulletin, 51 (4), 327-358, 1954. [14] Killion, J.P. and Todnem, G.R. Capturing complexity: A typology of reflective practice for teacher education. Teaching and Teacher Education, 18, 73-85, 2002. [15] Mercer, N. Sociocultural discourse analysis: analysing classroom talk as a social mode of thinking. Journal of Applied Linguistics, 1 (2), 137-168, 2004.