Lu et al. showed that FLOPs consumed by convolution layers in VG16 account for about 99% of the total FLOPS in the forward pass. We will do a similar analysis for VGG19. Calculate FLOPs for different layers in VGG19 and then calculate fraction of the total FLOPs attributed by convolution layers. (6)
VGG16 and VGG19 have nearly the same architecture with VGG19 having three additional convolution layers. Hence FLOPs for POOL, ReLU and FC layers will be the same = 6 + 14 + 124 M = 144M.

Answers

Answer 1

Lu et al. found VGG16's convolution layers consumed 99% FLOPs; similar analysis for VGG19.

How to analyze FLOPs in VGG19 and determine convolution layers contribution?

In the study conducted by Lu et al., it was found that the convolution layers in VGG16 accounted for approximately 99% of the total FLOPs in the forward pass.

Similarly, we will perform a similar analysis for VGG19, calculate the FLOPs for its different layers, and determine the fraction of total FLOPs contributed by the convolution layers.

According to the research conducted by Lu et al., the convolution layers in VGG16 were observed to consume around 99% of the total FLOPs during the forward pass. This suggests that the convolution layers play a dominant role in the computational complexity of VGG16.

Based on this finding, we aim to extend the analysis to VGG19, which shares a similar architecture but includes three additional convolution layers.

By calculating the FLOPs for each layer in VGG19 and examining the fraction of FLOPs attributed to the convolution layers, we can gain insights into the computational requirements of VGG19 and compare them to VGG16.

Learn more about convolution layers

brainly.com/question/29853359

#SPJ11


Related Questions

Which of the following will NOT correctly increment the value by one of a previously initialized integer variable named counter?


counter + 1;

counter++;

counter = counter + 1;

counter += 1;

All of the above will correctly increment the value by one.

Answers

counter + 1; will raise the value by one but it will not set the value of counter to itself + 1, therefore,

counter + 1; is the correct answer

What is burning in Computers and technology

Answers

The reason the term "burn" is used is because the CD-writer, or burner, literally burns the data onto a writable CD. The laser in a CD-writer can be cranked up to a more powerful level than an ordinary CD-ROM laser. This enables it to engrave thousands of 1's and 0's onto a CD.

So that is why people talk about "burning" songs or files to CDs. They could just say they are "writing" the data to a CD, and it would make sense, but people seem to think "burning" sounds cooler.

Answer:

Burn-in is a test in which a system or component is made to run for an extended period of time to detect problems. Burn-in may be conducted to ensure that a device or system functions properly before it leaves the manufacturing plant or may be part of a repair or maintenance routine.

Explanation:

hope this helps

Jasmine took many pictures at a photo shoot. She wants to transfer these pictures from her camera to her laptop for image enhancements. What mode is best to transfer the images? A. USB Cable B. Bluetooth C. the cloud D. thumb drive​

Answers

The answer would more likely be A
If it’s not correct I’m very sorry

Answer:

USB cable is correct

Explanation:

edmentum/plato

use of concave mirrors​

Answers

Explanation:

concave lens use for shaving mirrors and satellite

A nested "if" statement only executes if the "if" statement in which it is nested evaluates to True. True False

Answers

The given statement "a nested "if" statement only has an impact if the "if" statement it is contained within evaluates to True" is TRUE.

What is a nested "if" statement?

The use of nested IF functions, or one IF function inside another, increases the number of outcomes that may be tested and allows for the testing of numerous criteria.

Based on their performance, we wish to assign each student a grade.

Return an A if Bob's score in B2 is greater than or equal to 90.

Only if the "if" statement in which it is nested evaluates to True does a nested "if" statement take effect.

The OR function allows you to test many conditions in each IF function's logical test and returns TRUE if any (at least one) of the OR arguments evaluates to TRUE.

Therefore, the given statement "a nested "if" statement only has an impact if the "if" statement it is contained within evaluates to True" is TRUE.

Know more about the nested "if" statement here:

https://brainly.com/question/14915121

#SPJ4

A Card class has been defined with the following data fields. Notice that the rank of a Card only includes the values from Ace - 10 (face cards have been removed):

class Card {

private int rank; // values Ace (1) to 10
private int suit; // club - 0, diamond - 1, heart - 2, spade - 3

public Card(int rank, int suit) {
this.rank = rank;
this.suit = suit;
}
}

A deck of cards has been defined with the following array:

Card[] cards = new Card[40];

Which of the following for loops will populate cards so there is a Card object of each suit and rank (e.g: an ace of clubs, and ace of diamonds, an ace of hearts, an ace of spades, a 1 of clubs, etc)?

Note: This question is best answered after completion of the programming practice activity for this section.

a
int index = 0;
for (int suit = 1; suit < = 10; suit++) {
for (int rank = 0; rank < = 3; rank++) {
cards[index] = new Card (rank, suit);
index++;
}
}

b
int index = 0;
for (int suit = 0; suit < = 4; suit++) {
for (int rank = 0; rank < = 10; rank++) {
cards[index] = new Card (rank, suit);
index++;
}
}

c
int index = 0;
for (int rank = 1; rank <= 10; rank++) {
for (int suit = 0; suit <= 3; suit++) {
cards[index] = new Card (rank, suit);
index++;
}

d
int index = 0;
for (int suit = 0; suit < = 3; suit++) {
for (int rank = 1; rank < 10; rank++) {
cards[index] = new Card (rank, suit);
index++;
}
}

Answers

Answer: b

Explanation: i did this one!!!!!!!!!!

Which range function creates the following list of numbers?

21 25 29 33 37 41

Group of answer choices

range(21, 44, 4)

range(21, 41)

range(21, 41, 4)

range(21, 44)

Answers

Note that the range function that creates the following list of numbers is:  range(21, 44, 4) (Option A)

What is the rationale for the above response?

The rationale for the above response is that the range function generates a sequence of numbers from a starting value to an ending value with a specific step size.

The list of numbers, "21 25 29 33 37 41", starts from 21 and increments by 4 until it reaches 44. Therefore, range(21, 44, 4) would generate this sequence of numbers.

The first argument is the starting value, the second argument is the ending value, and the third argument is the step size, which in this case is 4.

Learn more about  range function:

https://brainly.com/question/29145252

#SPJ1

Click to review the online content. Then answer the question(s) below, using complete sentences. Scroll down to view additional questions.
Online Content: Site 1

Describe the ways in which the speakers can cause difficulty in the listening process. (Site 1)

Answers

Ways in which speakers can cause difficulty in the listening process are speaking indistinctly, rapidly, or impolitely, leading to disinterest and intimidation.

Challenges in the listening process

We must explain here that we do not know which site we should access to obtain information for this question. Therefore, we will provide you with an answer that will likely help you, containing the most common difficulties and challenges concerning the listening process.

It can be challenging to listen to someone who speaks softly, indistinctly, curtly, rapidly, tediously, or in a discourteous tone. Moreover, if the speaker expresses something contentious or impolite or loses concentration while speaking, it can lead to the listener feeling uneasy or disinterested in what is being conveyed.

Learn more about the listening process here:

https://brainly.com/question/806755

#SPJ1

true or false: you should use the built-in standard deviation option in excel when showing standard deviations on graphs rather than the values you calculated.

Answers

Note that it is FALSE to state that  you should use the built-in standard deviation option in excel when showing standard deviations on graphs rather than the values you calculated.

Why is this so?

This is because the built-in standard deviation option in Excel may use different methods for   calculating standard deviation(e.g., population standard deviation or sample standard deviation) and may not match the specific calculation you performed.

To ensure accuracy and consistency, it is better to use your own calculated values for standard deviation when displaying them on graphs.

Learn more about  standard deviation at:

https://brainly.com/question/475676

#SPJ1

6
Select the correct answer from each drop-down menu.
Which functions can you use to find the square root of a number and the minimum value in a group of numbers?
function returns the square root of a given number. The
The
numbers.
Reset
Next
function returns the minimum value in a group of

Answers

To find the square root of a number and the minimum value in a group of numbers, you can use the following functions in most programming languages Square Root Function and Minimum Value Function.

Square Root Function: The square root of a number can be calculated using functions like sqrt() in Python, Math.sqrt() in JavaScript, or std::sqrt() in C++. These functions take the number as input and return its square root.

Minimum Value Function: To find the minimum value in a group of numbers, you can use functions like min() in Python, Math.min() in JavaScript, or std::min_element() in C++. These functions accept an array or list of numbers as input and return the smallest value among them.

Learn more about Square Root Function, here:

https://brainly.com/question/30459352

#SPJ1

Why are digital computers more popular these days?​

Answers

Answer:

The small size of the transistor, its greater reliability, and its relatively low power consumption made it vastly superior to the tube.

Because people can easily use it to browse, read and play games. It is also a way for others to communicate

You are writing an algorithm that will divide a larger number by a smaller one.
What should be the last step in your algorithm?
A. Divide the largest number by the smallest number.
B. Find the numbers that are to be used in the math problem.
C. Place the numbers in order from largest to smallest.
D. Show the quotient of the two numbers.

Answers

Since You are writing an algorithm that will divide a larger number by a smaller one. The option that you should be the last step in your algorithm is option  D. Show the quotient of the two numbers.

What is the algorithm  about?

The last step in dividing a larger number by a smaller one is to show the result of the division, which is also known as the quotient. This is the final answer that the algorithm should produce, and it represents the number of times the smaller number can be contained in the larger number.

Therefore, the quotient is found by dividing the larger number by the smaller number, so the last step in the algorithm would be to present this result to the user.

Learn more about algorithm from

https://brainly.com/question/24953880
#SPJ1

Answer:

D. Show the quotient of the two numbers.

Explanation:

Which type of computer processing is used to find a word on a web page?

Comparing
Counting
Finding a match
If-then

Answers

Finding a match is used to find a word on a web page.

Computer processing

Processing is the transformation of the input data to a more meaningful form (information) in the CPU. Output is the production of the required information, which may be input in future.

There are four common types of processing:

if/then (conditionals), finding a match (searching) counting and comparing.

Find out more on computer processing at: https://brainly.com/question/474553

what does the U in fun stand for?​

Answers

Answer:

You and me

Explanation:

F is for friend and N is for anytime and anywhere

.Explain how encrypting data during transmission protects it from being read by an unauthorised person who intercepts the transmission.

Answers

Answer:

Encryption is an effective and efficient technique used to prevent unauthorized access to informations transmitted over the internet.

Explanation:

Encryption is a form of cryptography and typically involves the process of converting or encoding informations in plaintext into a code, known as a ciphertext. Once, an information or data has been encrypted it can only be accessed and deciphered by an authorized user.

Some examples of encryption algorithms are 3DES, AES, RC4, RC5, and RSA.

SSL/TLS are standard protocols that provides link encryption for the transmission of messages over the internet such as electronic mail (e-mail).

SSL is an acronym for Secured Socket Layer and it is one of the secured way of authenticating and encrypting data between a computer and the mail server.

In the case of TLS, it is an acronym for Transport Layer Security and it basically is used for providing authentication and encryption of data between two communicating systems on a network.

This ultimately implies that, SSL/TLS are standard network protocols that provides data integrity and privacy to users when communicating over the internet or networking devices as they're made to encrypt user credentials and data from unauthorized access. The SSL/TLS are an application layer protocol used for the encryption of mails sent over the internet, in order to protect user information such as username and password.

On

June

​15,

2023​,

Wonderful

Furniture discarded equipment that had a cost of

$10,000​,

a residual value of​ $0, and was fully depreciated. Journalize the disposal of the equipment. ​(Record debits​ first, then credits. Select the explanation on the last line of the journal entry​ table.)

Date

Accounts and Explanation

Debit

Credit

Jun. 15

Answers

The accumulated Depreciation account is debited with $10,000. The Equipment account is credited with $10,000.

Journal entry for the disposal of equipment with a cost of $10,000, residual value of $0, and fully depreciated:

Date               Accounts and Explanation      Debit   Credit

Jun. 15         Accumulated Depreciation         $10,000

                    Equipment                                    $10,000

In this journal entry, the Accumulated Depreciation account is debited with $10,000, representing the accumulated depreciation on the equipment. The Equipment account is credited with $10,000 to remove the equipment from the company's books.

When equipment is fully depreciated and discarded with no residual value, it means that the company has used up the entire cost of the equipment through depreciation and no longer considers it as an asset. Therefore, the disposal of the equipment requires recording the removal of its accumulated depreciation and eliminating its cost from the books.

By debiting the Accumulated Depreciation account, the company recognizes that the equipment's total accumulated depreciation is no longer applicable. This reduces the accumulated depreciation balance on the balance sheet. On the other hand, the Equipment account is credited to remove the equipment's cost from the balance sheet entirely. This ensures that the financial statements reflect the disposal of the fully depreciated equipment accurately.

It's important to note that the specific accounts and amounts used in the journal entry may vary depending on the company's accounting policies and practices. Additionally, consulting with an accounting professional or referring to the company's specific financial reporting guidelines is recommended for accurate recording of such transactions using newer technology.

Learn more about technology here:

brainly.com/question/9171028

#SPJ11

How can computers store pictuers when they only use numbers?

Answers

Images are stored in the form of a matrix of numbers in a computer where these numbers are known as "pixel values". 0 represents black and 255 represents white. The computer records a number to represent the colour of each square. It works a bit like a digital colour by numbers! The more squares in the grid, the better the images will look, as more pixels are used to represent the image.

When you write a check, why do you always begin writing the amount of the check as far to the left as you can?

Answers

Answer:

You start at the left without leaving any paces so no one can add any more numbers.

Explanation:

Write a class IN BLUEJ to overload a function num_calc() as follows:
i) void num_calc(int num, char ch) with one integer argument and one character argument, computes the square of integer argument if choice ch is ‘s’ otherwise finds its cube.
ii) void num_calc(int a, int b, char ch) with two integer arguments and one character argument. It computes the product of integer arguments if ch is ‘p’ else adds the integers.
iii) void num_calc(String s1, String s2) with two string arguments, which prints whether the strings are equal or not.
Write a main method to call the above methods and pass the values.

Answers

Answer:

.

Explanation:

This type of cable is used to connect the keyboard and mouse to the computer:

PS/2 cable
Ethernet cable
HDMI cable
DVI cable​

Answers

Answer:

I'm going to have to go with PS/2 cable

Explanation:

did some research

it's the ps/2 cable

ethernet cables are for wifi

hdmi connects computer to the monitor

dvi connects to an older type of monitor

example of a multi class Java project that simulates a game show....
example of a multi class Java project that simulates a game show.
Driver Class runs the project
Participants class generates a string of a participant names
Questions class
Results class displays what a participant voted for how many people voted for which answer Answer should be typed format only and unique.
Copied content strictly prohibited remember

Answers

Here's an example of a multi-class Java project that simulates a game show:

The Examples

Driver Class: This class contains the main method and runs the project. It initializes the Participants and Questions objects, displays the questions to the participants, collects their answers, and passes the answers to the Results class.

Participants Class: This class generates a list of participant names as strings.

Questions Class: This class stores a list of questions and provides methods to display them to the participants. It also stores the correct answers for each question.

Results Class: This class receives the participants' answers and counts the number of votes for each answer. It then displays the results, showing how many people voted for each unique answer.

These classes work together to simulate a game show, where participants answer questions, and the results are displayed based on their answers.

Read more about Java class here:

https://brainly.com/question/28900908

#SPJ4

When finding a discriminant function with the hard-margin SVM, if we use a kernel function to represent an infinite-dimensional feature space, how exactly can we compute it or even store it??

Answers

When finding a discriminant function with the hard-margin SVM, if we use a kernel function to represent an infinite-dimensional feature space, we use the kernel trick. The kernel trick avoids the computational expense of mapping input data to high-dimensional feature spaces.

The kernel function defines a dot product between two vectors in the input space mapped to the feature space without explicitly computing the mapping.

Instead of mapping the data points into a high-dimensional feature space, the kernel function computes the dot product of the mapped points. As a result, the SVM training requires only the computation of dot products between pairs of input data points.

The kernel function defines the similarity between data points in the original input space mapped to the feature space. One can represent an infinite-dimensional feature space with a kernel function, making the mapping of input data to high-dimensional feature spaces unnecessary.

The SVM hard-margin optimization problem requires storing the kernel function matrix. The kernel matrix represents the dot products of all pairs of input data points. The kernel matrix contains n(n−1)/2 elements, where n is the number of training samples. Therefore, storing the kernel matrix requires O(n²) memory which can be quite large for a large dataset. To tackle this problem, we can compute the kernel function for each data point incrementally during the optimization, which is known as online SVM.

Learn more about kernel trick:https://brainly.com/question/33180618

#SPJ11

what does the term advertising mean in marketing

Answers

Answer:

Advertising is the practice and techniques employed to bring attention to a product or service.

Explanation:

Advertising aims to put a product or service in the spotlight in hopes of drawing it attention from consumers. It is typically used to promote a specific good or service, but there are wide range of uses, the most common being the commercial advertisement.

Your windows system has an application installed on it that you no longer need. what should you do?

Answers

If you encounter any issues during the uninstallation process, it's a good idea to consult the application's documentation or seek further assistance from the application's support resources.

To uninstall an application from your Windows system that you no longer need, you can follow these steps:

1. Open the "Control Panel" by clicking on the "Start" menu and typing "Control Panel" in the search bar. Press "Enter" to open it.

2. In the Control Panel, look for the "Programs" or "Programs and Features" option and click on it.

3. You will see a list of all the installed programs on your system. Find the application you want to uninstall and select it.

4. Click on the "Uninstall" or "Remove" button. A confirmation window might appear asking if you want to uninstall the program. Confirm your choice.

5. Follow the on-screen instructions provided by the uninstaller. This may involve selecting additional options or confirming your decision again.

6. Once the uninstallation process is complete, you may be prompted to restart your computer. If so, go ahead and restart.

7. After your computer restarts, the application should be completely removed from your system.

It's important to note that some applications may have their own uninstallers or be bundled with uninstallation tools. In such cases, it's recommended to use the specific uninstallation method provided by the application itself.

If you encounter any issues during the uninstallation process, it's a good idea to consult the application's documentation or seek further assistance from the application's support resources.

To know more about Control Panel, visit:

https://brainly.com/question/32215335

#SPJ11

You work part time at a computer repair store. You are building a computer using spare parts. Your task in this lab is to select the correct memory module for the computer. Examine the motherboard memory slots and the memory modules available on the shelf in order to find the correct memory. If necessary, zoom in on the motherboard to get a better look at the memory slots. Install a single memory module in the motherboard. Do not try to install the wrong memory. Only remove the modules from the shelf that are necessary to complete the configuration

Answers

Memory is an important part of a computer. It is essential for a computer to work properly. Memory is the part of the computer that stores data, information, and programs that the computer uses to run. The motherboard of the computer is the central circuit board that connects all the other components of the computer together.

The memory slots are located on the motherboard, and this is where we need to install the memory module. In order to select the correct memory module for the computer, we need to make sure that it is compatible with the motherboard. There are different types of memory modules available on the shelf, and we need to select the one that is compatible with the motherboard.

We need to make sure that the memory module is the right size and the right speed. Once we have selected the correct memory module, we can install it in the motherboard. We need to make sure that we do not try to install the wrong memory module because this can damage the motherboard and the memory module. We also need to make sure that we only remove the modules from the shelf that are necessary to complete the configuration.

For more such questions on computer, click on:

https://brainly.com/question/24540334

#SPJ8

What is the best CPU you can put inside a Dell Precision T3500?

And what would be the best graphics card you could put with this CPU?

Answers

Answer:

Whatever fits

Explanation:

If an intel i9 or a Ryzen 9 fits, use that. 3090's are very big, so try adding a 3060-3080.

Hope this helps!

How can a user access the Mailbox Cleanup tools?

Start a new AutoArchive.

Enter the Backstage view.

Left-click the Inbox folder.

Open the Deleted Items folder.

Answers

Answer:

Sorry this isn’t an answer but does anyone know of a quizlet for the Microsoft Office course because I can’t find anything anywhere. Help a fellow student out. I need answers.

Explanation:

Answer: B: enter backstage view

Explanation:

I took the test. Plz mark me brainliest!

How many voltage values can be represented with a 10-bit binary code?
A. 128
B. 256
C. 512
D. 1024​

Answers

Answer is D. 1024
8 bits is enough to represent 256 different numbers. 9 bits is enough to represent 512 numbers. 10 bits can represent 1024 numbers.

1024  voltage values can be represented with a 10-bit binary code. Thus, option D is correct.  

What is binary code?

A binary code uses a two-symbol method to describe text, central processing unit instruction, and any other material. The signed binary system's "0" and "1" are frequently employed as the two signals in this system. The symbol, command, etc. is given a set of binary digits, often referred to this as bits, by the binary code.

These methods incorporate this program to comprehend operational directives and user actions and provide the user with a pertinent output. 256 distinct numerals can be represented using only 8 bits. 512 numbers can be represented with 9 bits. 1024 values can be represented by 10 bits.

Therefore, option D is the correct option.

Learn more about binary code, here:

https://brainly.com/question/28222245

#SPJ2

If you play gta and don't know the song ''Glamorous'' Then what do you even do when you play?

Answers

you literally don’t do anything you’re just like dead of sun

Answer:

that me

Explanation:

What are Apps?
How do we interact with them?

Answers

Answer:

Sliding elements in list format.

Cards.

Images.

Buttons.

Overflow screens.

Multiple selection app interactions.

Text input fields.Explanation:

Other Questions
As a lake becomes more acidic, fish are harmed not only by the acidity but also by substances that leach out of the soil into the water. Which of these toxic substances are leached when conditions are acidic the recognized national standard in the united states for safety in welding is _______ confirms the identity of a person requiring access; _____ determines which actions, rights, or privileges the person has. how can 100. ml of sodium hydroxide solution with a ph of 13.00 be converted to a sodium hydroxide solution with a ph of 12.00 ? (a) by diluting the solution with distilled water to a total volume of 108 ml (b) by diluting the solution with distilled water to a total volume of 200 ml (c) by diluting the solution with distilled water to a total volume of 1.00 l (d) by adding 100. ml of 0.10 m hcl (e) by adding 100. ml of 0.10 m naoh [T/F] Anxious-avoidant attachment is shown when the child shows no distress when the parent leaves or when a stranger interacts with the child. In the context of the Thelma and Louise story in the module, suppose that Louise discovers Thelma's action (confess or don't confess) before choosing her own actionBased on the payoff matrix provided, Louise willa. confess whether or not Thelma confessed.b. not confess only if Thelma confessed.c. not confess only if Thelma didn't confess.d. not confess regardless of whether or not Thelma confessed.e. confess only if Thelma did not confess during a fear conditioning experiment a light flash is paired with a shock, one animal freezes in place when seeing the light flash alone while a second animal does not. you were told the second animal had a brain lesion and assumed the lesion to be in the . PLEASE HELP!!solve for z12 = 15 ( z - 1/5) There are 16 marbles in a blue jar. The blue jar has 2 times as many marbles as a red jar. Let n be the number of marbles in the red jar (a) A hole of 1 cm in diameter is drilled in a plate of steel at 20C. What happens to the diameter of the hole as the steel is heated to 100C? Becky ate 7.5 x 10^5 milligrams of rice. Carter ate 3.1 x 10^6 milligrams of rice. who ate more? Question: How about someone who believes marriage is only between one man and one woman?If you were in conversation with such a person, how could you ethically respond to the statement of such a point of view? Keep in mind that you are expressing a value opinion, which requires ideological reasoning.As you form your response, keep in mind the following; these are things you need to think about but not necessarily to write about in your initial post:Reflect if you are using System-1 or System-2 thinking? Are your responses tinged with cognitive bias? A man has 12 different colored shirts and 20 different ties in his closet. How many shirts and tie combinations can he select to take on a trip if he only takes 3 shirts and 5 ties? Review the map.A map of southern North America and northern South America. Mexico is labeled A; Honduras is labeled B; Dominican Republic is labeled C; Venezuela is labeled D.Which location is a country that gained independence from France?location Alocation Blocation Clocation D what are some preferences you can set in photoshop? (a) What is the characteristic time constant (in s) of a 25.5 mH inductor that has a resistance of 3.80 ?(b) If it is connected to a 12.0 V battery, what is the current (in A) after 12.5 ms? What concept is this We have the utility function utility =ln (wealth) Your wealth is $5000 Of that wealth, $2000 is your house You face a 4% chance of a natural disaster that will destroy your house You can insure the house at a cost of the expected value of the loss plus $10 The insurance would restore your house to its original value of $2000 Determine: E(wealth) without insurance with insurance E(utility) What happens between Napoleon and Snowball in Chapter 5? 43% of a sample of 100 visitors to a national park believes that additional funds should be used to preserve endangered species. What is the 95% confidence interval to describe the total percentage of national park visitors who support supporting endangered species?