bowen cheng, alexander g. schwing, and alexander kir- illov. per-pixel classification is not all you need for semantic segmentation. in neurips, 2021.

Answers

Answer 1

Clustering portions of an image that belong to the same object class together is known as semantic segmentation, also known as picture segmentation. Due to the categorization of every pixel in an image, it is a type of pixel-level prediction.

What does the study seek to accomplish?

In contemporary techniques, instance-level segmentation is often handled with an alternative mask classification, while semantic segmentation is typically formulated as a per-pixel classification job. Our fundamental finding is that using the same model, loss, and training approach, mask classification can tackle both semantic- and instance-level segmentation problems in a unified manner.

What are the study's findings?

In light of this finding, we suggest MaskFormer, a straightforward mask classification model that predicts a collection of binary masks, each of which is connected to a single prediction of the global class label.

Overall, the suggested mask classification-based method demonstrates great empirical results while streamlining the variety of efficient strategies for semantic and panoptic segmentation tasks.

In particular, we find that when the number of classes is high, MaskFormer performs better than per-pixel classification baselines. Our mask classification-based approach beats both the most advanced panoptic segmentation and semantic models.

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Related Questions

judge jones is reviewing a cyberbullying case in her courtroom. when judge jones rules, in her pronouncement of the case, she discusses the law along with the importance of social conditions behind her ruling. she also is parting from past precedents in order to follow societal values in regards to cyberbullying. judge jones is using which school of jurisprudence?

Answers

Judge Jones is using legal realism school of jurisprudence.

The philosophical school, historical school, realist school, sociological school, and analytical school are the five schools of jurisprudence.

Legal realism is a theory according to which public policy and prevailing social interests are the sources of all law. In accordance with this view, judges decide cases by taking into account social concerns and public policy in addition to abstract norms.

Legal realism is a kind of jurisprudence that places more emphasis on the law's application in daily life than it does in books. To this purpose, it focused primarily on the acts of judges and the variables that affected judicial decision-making processes.

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Explain the interrelationship between the Statement of Profit and Loss and the Statement of Financial Position.

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A profit and loss statement demonstrates a company's true strength and earning power over time. A financial position shows an organization's assets, liabilities, and equity.

The income statement, sometimes known as the profit and loss statement, is inextricably tied to the balance sheet, cash flow statement, and statement of changes in equity. The increase or decrease in an organisation's net assets resulting from the profit or loss recorded in the income statement is included in the balances reported in the balance sheet at the period end. The balance sheet is the statement of financial status. It indicates your assets like cash, receivables, prepaid expenses, and so on, as well as your obligations such as accounts payables, interest payable, and so on. You would subtract your liabilities from your assets to find your working capital. The income statement is your profit and loss statement.

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60 minutes was important for all of the following except that group of answer choices it proved that news could be entertaining. it was the first newsmagazine. it focused on interviews and reported news in depth. it prioritized foreign news to local or national news.

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Besides favoring international news over local or national news, 60 Minutes was significant for all of the following reasons.

Why is local news such a big deal?

The future of hundreds of communities, as well as our democracy, are in jeopardy in this age of economic and technological revolution. Strong local news outlets have the power to not only inform us as citizens through their reporting, but also to reveal the connections between us and people we might not even be aware of.

What makes news stories relevant in today's society?

Primarily to alert the public of events that are happening nearby and could have an impact on them. News is frequently also for amusement; it serves as a diversion with information on distant locales that the general public cannot access or has little control over. People can feel connected by reading the news.

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research, generally performed by scientists at colleges and universities, extends the boundaries of what we know.

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We can actually deduce here that basic research, generally performed by scientists at colleges and universities, extends the boundaries of what we know.

What is research?

Research is actually known to be a systematic study and investigation which is carried out in order to establish facts and evidences.

Research is a tool that helps people to learn and expand their knowledge base.

We see that basic research is actually what is carried out in colleges and universities by scientists in order to expand our knowledge.

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an awareness of the relationship between an individual and the wider society, both today and in the past.

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Sociology is an awareness of the relationship between an individual and the wider society, both today and in the past.

Define Sociology .

Sociology is a social science that focuses on society, human social behavior, social interaction patterns, and aspects of daily life-related culture. To create a body of knowledge on social order and social change, it employs a variety of empirical research and critical analytical techniques.

What is sociology's central thesis?

Social interaction, social organization, social institutions, and social change are the main topics of sociology.

What are some sociological examples?

Studying racial concerns, gender dynamics, entertainment-related phenomena and emotions, the makeup of various social institutions, and the emergence of various social movements are some examples of sociology.

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the main way the national government gets states and local governments to pursue its national goals is through

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The main way the national government gets states and local governments to pursue its national goals is through through the distribution of grants, incentives, and aid.

The provision of grants, incentives, and help is one method the federal government may affect the states. State and local governments are anxious to receive funding from the federal government, but many of those funds have conditions.

Each year, the federal government provides state and local governments hundreds of billions of dollars. Health care, education, social services, infrastructure, and public safety are just a few of the things that these funds assist in funding.

The 10th Amendment, which declares that "[t]he powers not delegated to the United States by the Constitution, nor forbidden by it to the States, are reserved to the States respectively, or to the people," places restrictions on the federal government's ability to act broadly under the Constitution.

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damian has evaluated his skills and determined that he has excellent agility. he wants to sign up for two sports that will play to his strength. which two sports will be best for him? (1 point)

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Damian has evaluated his talents and determined that he has splendid agility. he wants to join two sports so that it will play to his power. two sports could be pleasant for him: gymnastics and football

The real definition of a sports :

1: physical interest (such as running or an athletic recreation) engaged in for pleasure or workout Skating is my favored recreation. 2: a person who indicates suitable sportsmanship is a sport and would not mind losing. do not be an awful sport. three: pastime, pastime.

Sports activities are a vital part of a scholar's boom and development. They assist in the development of intellectual health and bodily health of the body. thru participation in sports activities and video games, a student gains numerous abilities, enjoyment, and self-assurance that is useful for growing their character.

Sports for All . — way physical sports executed during the loose time, with requirements in the attain of any character, in line with his/her physical nation and age, practiced according to the rules of sports activities specialties, or changed by commonplace settlement among contributors and organizers;

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Hypotheses A hypothesis is a possible explanation of or idea to a scientific question that is based on prior knowledge of research, and is​

Answers

Answer:

a testable statement about the relationship between two or more variables or a proposed explanation for some observed phenomenon.

Explanation:

How did citizens of athens fulfill their civic duties? they voted for representatives to serve them. they served as a consul if elected by the people. they served in the senate if chosen. they served on the council of five hundred if chosen.

Answers

The citizens of Athens served on the Council of five hundred if chosen to fulfill their civic duties.

From 500 BC, the Greek polis of Athens introduced direct democracy as its government system. In it, Athenian citizens were summoned to participate in government as a service to the community.  

The Council of five hundred was a body of representatives chosen by lot. Its members represented their demos, or neighborhoods, for one year and could be elected twice in their lifetime. The council prepared the agenda of the Assembly and could vote for decrees on their own. Members of the council received a payment for their service.

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how are the Newaris rich in cultural and social traditions​

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Answer:

"Newar is very rich in culture and traditions and they have unique living styles. They have many customs that are to be performed from birth to death. They have their distinct way of celebrating festivals, conducting marriage ceremony and performing funerals."

juan knows that turning the pages of a book, using his pen to take notes, or raising his hand are all possible due to his:

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Juan knows that turning the pages of a book, using his pen to take notes, or raising his hand is all possible due to his somatic nervous system.

What is the nervous system?

It is a very intricate component of an animal that communicates messages to and from many sections of its body to coordinate its movements and sensory data.

As we know,

The somatic nervous system is a part of the peripheral nervous system that is involved in the voluntary regulation of skeletal muscle movement.

Thus, Juan knows that turning the pages of a book, using his pen to take notes, or raising his hand is all possible due to his somatic nervous system.

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8. The answer choices below list the different types of autocracies except
A. Monarch
B. Theocracy
C. Dictatorship
D. Democracy

Answers

A. Mornarch I guess is the answer

Tx- Economics

Imagine a friend wants to apply for college but doesn't know how she will pay for it. Which statements best describe the purpose of FAFSA?
Check all that apply.

- The FAFSA allows students to apply for various financial aid programs.
- Only students who attend expensive private colleges can use the FAFSA.
- The FAFSA requires students and their parents to provide financial information.
- Students use the FAFSA to apply for admission to colleges and universities.
- The FAFSA only requires students to provide information about their test scores.

Answers
1.) The FAFSA allows students to apply for various financial aid programs

3.) The FASFA requires students and their parents to provide financial information

Answers

The statement which best describe the purpose of FAFSA is that FAFSA allows students to apply for various financial aid programs, and the FASFA requires students and their parents to provide financial information.

Free Application for Federal Student Aid (FAFSA) is the student aid application which is thus provided for under section 483 of the HEA, which is used to determine an applicant's eligibility for federal student financial aid programs.

So here any student who tends to seek any federal financial aid can apply here for this FAFSA application. This FAFSA is a bar in order to measure the expected family contribution (EFC).

Hence, options A and C are correct.

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Answer:

A and C are correct.

Explanation:

i chose those and got it right.

before you change lanes, what's coming up in your lane and in your target lane, as well as what's directly behind you.

Answers

Think about what is coming up in your lane, what is coming up in your target lane, and what is right behind you before changing lanes.

What considerations are most crucial when changing lanes?

Waiting until there is a clear break in the traffic before changing lanes is crucial. Then, smoothly and safely merge into the targeted lane's center while keeping your distance from the rest of the traffic so that no other car is compelled to swerve, accelerate, or change lanes to prevent a collision.

When driving, how do you aim and project your path?

Visual targeting involves concentrating your attention on a stationary object that is 12 to 20 seconds in front of your car. You should then choose a new stationary object inside that 12 to 20-second frame as you get closer to your visual goal, repeating this process repeatedly as you travel along the roadway.

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item 6 the accuracy-related penalty applies when negligence or any substantial understatement occurs. true or false

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The accuracy-related penalty applies when negligence or any substantial understatement occurs is True .

Define accuracy-related penalty .

If you underpay the tax that needs to be reported on your return, you are subject to an accuracy-related penalty. If you don't declare all of your income or claim credits or deductions for which you are ineligible, you risk receiving an underpayment.

We must adequately report the position on the tax return and have at least a reasonable basis for it in order to avoid the large understatement penalty.

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A person's fomoâ€""fear of missing outâ€""can be strongly influenced by what propaganda technique?

Answers

Answer:mmm

Explanation:

how did their actions make matters worse for the settlers of Jamestown?

Answers

Powhatan stopped trading with them, which made conditions worse. The persons that the local tribes discovered outside the settlement were attacked.

What were the problems of settlers of Jamestown?The winter of 16091610 was referred to as the "Starving Time" because it was too cold to harvest crops and they were unable to go hunting. Many settlers were forced to consume dogs and horses. The "starving time" in Jamestown was the winter of 1609–1610. The majority of colonists died that winter as a result of disease, violence, drought, a weak harvest followed by a hard winter, and insufficient drinking water. The colony finally prospered thanks to strong leadership and a lucrative cash crop. Racial problems in the colonies were significantly impacted by Bacon's uprising. The colonies suffered economic effects from Bacon's Rebellion as well.The Jamestown colony was only preserved by the formation of private property.

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when a researcher arbitrarily places participants in either the experimental or the control group, she is conducting:

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Concentrate on pronunciation. (Kun-TROLE group) In a medical control, the group that does not receive the new remedy is being studied. This organization is compared to the group that gets the new remedy, to see if the brand new remedy works.

A control organization in a scientific test is a set separated from the relaxation of the test, in which the unbiased variable being examined can not affect the effects. This isolates the independent variable's effects on the experiment and can help rule out opportunity factors of the experimental effects

In a systematic observation, a managed institution is used to set up a reason-and-impact relationship by using keeping apart the effect of an independent variable. Researchers change the independent variable inside the treatment institution and hold it regularly within the control group. Then they examine the results of those agencies.

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which of these is a question particularly associated with the ""theory of knowledge"" component in deming’s system of profound knowledge?

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What performance forecasts do you have for the system? is a question that is particularly related to the "theory of knowledge" element of Deming's profound knowledge system.

A Theory of Knowledge idea is what?

The International Baccalaureate (IB) Diploma Program heavily emphasizes the philosophical field of theory of knowledge (TOK), which is a fundamental component of the program (DP). It focuses on the nature of knowledge and the processes involved in acquiring true knowledge.

What is Deming's profound knowledge theory?

System theory serves as the foundation for Deming's theory of profound knowledge, a management philosophy. It is founded on the idea that every organization is made up of a system of interconnected people and processes that make up the system's constituent parts.

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which threat actor is *most* likely to be highly skilled in launching attacks involving apts against targets?

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Cyber Criminals is most likely to be highly skilled in launching attacks involving apts against targets.

Define threat actor ?

A threat actor, also known as a malicious actor, is a person or a group of persons who participate in an act meant to harm the cybersphere, including computers, devices, systems, or networks. The phrase is frequently used to refer to people or organizations that commit nefarious deeds against a person or an organization of any kind or size. Threat actors commit cybercrimes to take advantage of exposed vulnerabilities and disrupt operations. The educational backgrounds, abilities, and resources of threat actors vary.

Attack types and frequency are rapidly evolving in the cyberspace. Threat actors' backgrounds influence who and how they attack as well as what information they target. There are a variety of threat actors, including as nation-state actors, cybercriminals, ideologues.

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transferring information from one place to another, whether it is vocally, written, visually or non-verbally

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Effective Communication transfers information from one place to another, whether it is vocally, written, visually, or non-verbally.

Verbal exchange is the usage of speech or spoken phrases to exchange records, feelings, and thoughts. Conversely, a non-verbal communique is conveying and exchanging messages without using spoken words.

Exchange is the usage of speech or spoken phrases to exchange records, feelings, and thoughts. Conversely, a non-verbal communique is conveying and exchanging messages without using spoken words.

Nonverbal communique is the switch of data thru body language, facial expressions, gestures, created space, and greater. for instance, smiling whilst you meet someone conveys friendliness, acceptance, and openness.

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what kind of knowledge do ""rationalist"" thinkers value and trust the most? how is that kind of knowledge attained?

Answers

Rationalism, in Western philosophy, is the view that regards reason as the lead source and test of understanding. keeping that reality itself has an inherently logical shape, the rationalist asserts that a class of truths exists that the intellect can grasp directly.

The reality, within the case of rationalism, it is always sensory but intellectual, that is why rationalists accept as true that expertise may be received thru reason alone. This makes rationalism a priori, meaning that we gain know-how without enjoying it via the usage of reason.

Rationalism is the exercise of the most effective belief that is based on purpose. An example of rationalism isn't believing in the supernatural. The precept or exercise of accepting cause because of the handiest authority in determining one's evaluations or course of motion. Reliance on the cause because the fine guide for belief and movement.

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PLSSSSSSSS ANSWERRRRRRRRRRRRRRRRRRRR

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The movement from point A to point B is decreased production of good y.

A production possibilities frontier (PPF) that is a straight-line sloping down from left to right would suggest that: the opportunity costs of the products are constant. Opportunity cost is an amount of money or satisfaction that an individual is willing to let go. This is done in other to choose another product with more benefits that the previous one.

In business analysis, The production possibility frontier model can be regarded as a curve that gives illustration about the varying amounts of production of two products, in which their production both depend on the same finite resources. The PPF explains that the production of one commodity may rise in a case whereby the production of the other commodity decreases.

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j.r.'s boss read a book on reinforcement and decided to distribute paychecks on a variable interval schedule. employees must be present to get their paycheck. if this method survives the courts, what would effect should it have on work attendance?

Answers

The effect that this reinforcement would have on attendance is that the attendance would be improved and it would remain high.

What is meant by reinforcement?

This is the term that has to do with the ways that the desired character in people can be reinforced overtime. That is the use of rewards as away of getting people to do the right thing.

If the paycheck is going to be based on the interval schedule of the employees, the effect it would have is that more people would want to improve on their attendance in the business.

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dr. davis provides psychotherapy to help people who suffer from psychological disorders. dr. davis would be described as a(n) psychologist

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Dr. Davis provides psychotherapy to help people who suffer from psychological disorders. Dr. Davis would be described as a clinical psychologist.

To understand, prevent, and treat psychologically related distress or dysfunction as well as to enhance subjective well-being and personal growth, clinical psychology integrates social science, theory, and clinical knowledge.

Although clinical psychologists also work in research, education, consultation, forensic testimony, program development, and administration, psychological evaluation, clinical formulation, and psychotherapy are at the core of their practice.

Most experts agree that the first psychiatric clinic was established in 1896 at the University of Pennsylvania by Lightner Witmer, marking the start of the field.

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Which best states how South America changed from
1816 to 1825?
More land in South America was claimed by
European countries.
Most of the countries in South America gained
independence.
South American countries formed alliances after
gaining independence.
Only small countries in Latin America had
successful revolutions.

HELP PLEASE I HAVE LIMITED TIME

Answers

Answer:

Cuba. Following the liberation from Spain of mainland Latin America, Cuba was the first to initiate its own struggle for independence. During the years from 1868-1878, Cubans personified by guerrilla fighters known as Cambyses fought for autonomy from Spain. That war concluded with a treaty that was never enforced.

Explanation:

i hope i answered this right.

Answer: The best answer I see here is B

Explanation: Most of the countries in south America gained independence

she hated people who thought too much. at that moment, she struck me as an appropriate representative for almost all mankind meaning

Answers

She hated people who thought too much. at that moment, she struck me as an appropriate representative for almost all mankind meaning that she would go crazy on the spot if anybody did any more thinking.

Mankind is the human race; people in general put together while not relevancy to gender; it's not attainable, if it ever was, for one human brain to carry all of mankind's knowledge base.

Experiences of hate are related to poor emotional well-being like feelings of anger, shame, and fear. Moreover, victims tend to expertise poor mental state, together with depression, anxiety, post-traumatic stress, and self-destructive behavior

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Many politicians in congress were willing to ratify the league of nations treaty with some "reservations," but president woodrow wilson was unwilling to compromise. Why was he unwilling to compromise?.

Answers

wilson believed "the hand of God " was reflected in the treaty .

the required details about president woodrow wilson is mentioned in below paragraph.

What did President Wilson become most famous for?

What achievements can you list for Woodrow Wilson? Immediately following World War I, Woodrow Wilson founded the League of Nations (1914–18). The Nineteenth Amendment, which granted women the right to vote, as well as legislation banning child labor and requiring railroad workers to work eight hours per day were all ratified under his watch.

As adopting the idea would have required giving up sovereignty of the territories they had colonized around the world, Britain and France did not support it.

A clause affirming the equality of all persons, irrespective of race, was submitted by Japan for inclusion in the League of Nations charter.

Wilson was prompted to declare war in support of democracy by residents of Arab nations.

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How did Horace Mann contribute to the reform in education?

A.
His development of books with raised letters aided in the education of the blind.

B.
His educational philosophy led to a new approach to educating the deaf.

C.
His radical call for classroom equality gave African Americans a chance to get an education.

D.
His pressure on the state legislature provided money to fund new schools and increase teachers' pay.

Answers

Horace Mann contributed to the reform in education as his radical call for classroom equality gave African Americans a chance to get an education.

Who is Horace Mann?

He was an educational reformer and slavery abolitionist that was known for his commitment to promoting public education. In 1848, after his public service as Secretary of the Massachusetts State Board of Education, he was elected to the United States House of Representatives.

During his tenure as secretary, he advocated for common schools and institutions that would be available to everyone, regardless of their ability to pay tuition. He also believed that universal education would allow the United States to avoid the rigid class systems of Europe.

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psycharvixthe limits of religious tolerance: individual and contextual determinants of who can violate religious norms.

Answers

The ability to respect spiritual ideals, beliefs, and practices that are dissimilar from your own is referred to as religious tolerance. Due to the wide variety of religions and spiritual beliefs practiced in today's world, this objective is challenging. Another very sensitive subject is religion.

Why was this study conducted?

Conflict can result through interactions with members, environments, and customs of other religions in a pluralistic society. We put a unique theory of how people apply religious standards to different people and situations to the test.

In Studies 1 and 2, teenagers and adults from India and the United States assessed instances in which religious norms were transgressed by key figures in various religious situations.

Even when the norm religion simply coincided with the protagonist's or the context's religion, participants frequently concluded that norm infractions were wrong. The conundrums of Study 3 pitted religious standards against nonreligious interests.

What was the outcome of the research?

Participants supported adhering to the religious rule but acknowledged the protagonist's right to defy it. More religious participants evaluated that protagonists had a duty to uphold their religious standards more frequently in each adult sample. The consequences for peaceful coexistence in pluralistic communities are revealed by these findings, which point to individual and contextual factors of judgments about religious transgressions.

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