Tottenham’s 3-goal striker joined Real Madrid, and Ancelotti personally named him, rejecting Mbappé for the reunion of mentoring.

This season’s Real Madrid failed to achieve the desired results, and Benzema failed to continue the excellent performance of last season. Although Real Madrid will still renew the contract with Benzema, it may even let Benzema end his career at Real Madrid. However, Real Madrid still have to prepare for Benzema’s decline. They can’t put all the pressure on a 35-year-old veteran, even if the veteran’s name is Benzema. Therefore, Real Madrid has also started the plan to find a successor, but the plan is not going so smoothly.

At present, there are many excellent center players in the world football, from Lu Kaku and lautaro of Inter Milan to Osman of Naples, Harland of Manchester City and Kane of Tottenham Hotspur, all of them are hot players in the transfer market. However, judging from the current news, except Harland, all these players are disdained by Real Madrid, including Kane. Of course, Kane is too old, and his 30-year-old age will make him unable to guarantee his state in the next few seasons. Real Madrid is not willing to take such risks, while Osmain is because of his injury.

Harland and Mbappé were the best targets for Real Madrid, but the relationship between Mbappé and Real Madrid broke down because of the transfer failure last season, and it was difficult for Harland to succeed when he was at home in Manchester City. Therefore, although Real Madrid has enough transfer fee budget and its players are attractive enough, it is still very difficult to get a top center to join in the summer transfer period. And it should be noted that it is difficult for both Benzema and the top center they want to accept the arrangement of substitutes.

Since it is impossible to get a top center, Real Madrid will change its signing strategy and focus on other strikers. Rishalison from Tottenham has become one of their choice targets. The Brazilian striker, who just joined Tottenham this season, is not happy in Tottenham. He scored only three goals for the team in 33 games, which completely failed to play his own value, which also made his worth decline. If Real Madrid wants to find Benzema’s successor, Rishalisson is definitely not the right candidate. If it is just to find a substitute player, it may be considered.

The reason why Rishalison’s name will appear in Real Madrid’s selection list is because of Ancelotti’s relationship. They once cooperated at Everton, and Rishalison played very well, so it is possible to reunite this time. However, it is still very difficult to join a top team like Real Madrid with its past signing strategy and Rishalisson’s performance on the court. If Real Madrid really want to make signings, they can find a more suitable target.

Great 2-3! Although Zhang Linyan was defeated, she scored three consecutive goals, which was praised by China fans: Messi Corridor.

A great score of 2-3 was born in the first leg of the semi-final of the Swiss Women’s Super Playoff which ended on the 21st. China teenager Zhang Linyan’s Cao Meng women’s football team narrowly lost to the defending champion Zurich women’s football team. In this campaign, although Zhang Linyan, a teenager from China, suffered a glorious defeat, she started to play and scored a full moon machete goal, and scored three consecutive goals. In this regard, China fans praised and commented: Messi Corridor!

When it comes to talented teenager Zhang Linyan, it can be described as a blockbuster. In the women’s Asian Cup final at the beginning of last year, Zhang Linyan came off the bench in the second half like a god. At that time, the China women’s football team was 0-2 behind the South Korean women’s football team and was in a dilemma. With the help of Zhang Linyan’s miraculous feat of making a point and scoring a header, the China women’s football team finally achieved a 3-2 turnaround and won the championship!

Since then, Zhang Linyan has continued to climb to the peak of her career and joined the Swiss giant Grasshopper Football Club on loan. Seeing that a season is coming, Zhang Linyan’s overseas performance is too amazing, and her goals and assists in various events have been in double figures or close to double figures. This is undoubtedly a mythical existence for a rookie studying abroad!

What’s more, at the previous overseas awards ceremony, Zhang Linyan, as a China player, won the Swiss Super Golden Globe Award and the Golden 11 Best Team Award, which is really a envy of others.

In the two key rounds of the Swiss women’s super-playoff final, Zhang Linyan continued to break out, and scored twice in a row, bypassing the goalkeeper and pushing the empty goal, and finally successfully helped the Cao Meng women’s football team win 3-0 and 1-0 in a row, and advanced to the semi-finals with a total score of 4-0.

Zhang Linyan’s performance in Switzerland is like an elf, especially her erratic dribbling skills at her feet, which is unpredictable and often makes her opponents unpredictable. Even in the face of burly Swiss defenders, Zhang Linyan can still find ways to get out of the way and score long-range shots. In addition to using the technical dribbling at the foot to score, Zhang Linyan scored two world waves in the Swiss Women’s Super League before, and was also successfully elected as the best goal in two rounds of the league.

Cao Meng’s women’s soccer team lost 2-3 at home to defending champion Zurich in the first leg of the Swiss women’s super playoff semi-final in the early morning of 21st. In this campaign, although Zhang Linyan, a teenager from China, was defeated, she made her debut and played the whole game. In the 67th minute of the second half, she made a long-range arc with the lateral cut of the dribble under her feet. It’s amazing!

After this campaign, Zhang Linyan created another miracle, and made her debut in three consecutive Swiss women’s super playoffs+played the whole game+scored goals, which was incredible! It can also be explained that the Swiss Women’s Super Golden Globe Award previously awarded is not a talented teenager Zhang Linyan!

After the game, Swiss Grasshopper Football Club issued a document praising Zhang Lin Yan, saying: Zhang Linyan scored again! In the first leg of the semi-final of the league playoffs on Saturday night, Zhang Linyan scored a wonderful long-range shot with her left foot in the second half. Unfortunately, Cao Meng women’s football team lost 2-3 to Zurich women’s football team. Come on in the second round next weekend!

The comment area below also attracted many comments from China fans. One fan from Zhejiang praised Zhang Lin, saying: Wonderful, this is Messi Corridor, and I would like to call it Pippi Corridor in the future!

How do you evaluate Zhang Linyan’s crazy and amazing performance overseas?

Table tennis 2 crowns 2 Asian 2 seasons! Millions of luxury bonuses were released, and Wang Chuqin and other four people won 840,000. Sasha regretted it.

On April 23rd, Beijing time, WTT Macau Championship entered the final day of competition, which has become a performance of national table tennis. The coaching staff can also relax and watch the game. As the women’s singles won the semi-finals in advance, Ma Lin has already watched the game in the audience one day in advance. The results of women’s singles are still good. This year, three consecutive high-level events all won the semi-finals. Although the men’s singles didn’t win the semi-finals, they all won the championship and runner-up. The finals were all held among table tennis players.

Players’ hard work, for honor, for bonus, for world ranking, etc., bonus is an indispensable part of the game, and it is also a very important part, especially for high-level events, which attract experts to participate and compete for higher bonuses. The championship is second only to the Grand Slam level.

The singles champion of the championship can get 240,000 RMB, the second place is about 180,000 RMB, the top four is about 120,000 RMB, the top eight is about 100,000 RMB, and the top 16 is about 80,000 RMB. There is still a bonus of 60,000 RMB after stopping the first round. If the level is low, the champion is only tens of thousands of yuan, and the first round is even lower by several thousand yuan. Therefore, taking a high-level champion can offset many low-level bonuses. In addition, the points of the championship will be 1400 points for winning the championship and 1000 points for the runner-up, so it is also important for the world ranking. The reason why Qian Tianyi can quickly squeeze into the top ten is to reach the final at the highest level Grand Slam.

The table tennis won two championships, two runners-up and two runners-up. The results were gratifying. The champions of the first two stops were Sun Yingsha and Fan Zhendong, and this stop was changed. Chen Meng, Manyu Wang and Wang Chuqin did not reach the final in the first two stops, and Malone reached the final in Singapore and won the runner-up. The table tennis was still fierce, which was more conducive to progress.

In men’s singles, Wang Chuqin and Ma Long are 240,000 and 180,000, then 420,000, Fan Zhendong Top Eight is 100,000, Liang Jingkun Top 16 is 80,000, and Lin Shidong is 60,000 in the first round. The men’s singles won a total of 660,000 yuan.

In women’s singles, Manyu Wang and Chen Meng are 240,000 and 180,000, which is also 420,000; Sun Yingsha and Wang Yidi each get 120,000; Qian Tianyi gets 100,000; Chen Xingtong gets 60,000 in the first round, totaling 820,000 yuan, which makes a total of 1.48 million yuan.

It is already very high to get such a bonus in a week’s game. Of course, it can’t be different from football and basketball in commercial value. If there is a market and commercial value of football, the bonus in table tennis will naturally be higher.

For Guoping, it’s a luxury prize. The four finalists, Malone, Wang Chuqin, Chen Meng and Manyu Wang, got a combined prize of 840,000, but Sun Yingsha was more sorry, only getting 120,000. For other associations, it is more miserable. Most of them stop the first round or the second round. Because of the limited places, many players are not qualified to participate in the competition. They must participate in low-level competitions, and some need to start from the qualifiers.

As for the final share, it is said to be 40%. If it is really 40%, it will not even be half, but it must be admitted that there are so many bonuses announced by the ITTF. For example, Sun Yingsha grabbed 770,000 yuan in Singapore, 750,000 yuan in Fan Zhendong, and 240,000 yuan in Xinxiang, all with 1 million yuan in less than a month.

0 tolerance! Guangdong players were criticized, and Du Feng showed his attitude.

0 tolerance! Guangdong players were criticized, and Du Feng showed his attitude.

In the Chinese Basketball Association Professional League (CBA), Guangdong team lost to Guangsha team. Losing was not terrible in itself, but the performance of the team made Guangdong head coach Du Feng very dissatisfied and criticized the players. He pointed out that the players lacked fighting spirit and didn’t try their best in the game, which led to the result of defeat. As the leader of the team, Du Feng has high requirements for the team’s performance, so he made it clear that he will take severe measures to evaluate and correct the players’ performance and will never tolerate such performance.

As a professional basketball player, everyone has the responsibility and obligation to fight for the team. Especially in difficult times, we should keep fighting spirit and fighting spirit. Du Feng believes that players should go all out in the game, not only for their own honor, but also for the team and fans. Therefore, he will not tolerate the players’ lack of fighting spirit and fighting spirit. Du Feng said that this is the philosophy and culture that the Guangdong team adheres to, and only in this way can it bring victory and honor.

Regarding the future of Guangdong team, Du Feng expressed his confidence in the team. He believes that the players can show better strength and mental outlook in the next game and win. Du Feng’s attitude and performance have been supported and recognized by the fans. His remarks show his concern and management ability for the team, and more importantly, he shows the quality of a good leader. Du Feng not only performed well on the field, but also had very high requirements and abilities in managing the team.

Du Feng’s performance also reminded other CBA teams and players. He told them that only by keeping fighting spirit and fighting spirit in the competition can they win. Not only the players, but also the coaches and management need to be strict in managing the team to ensure that the team can win and honor. This attitude and performance is a good example for the basketball circle in China and the whole sports circle in China.

In short, Du Feng expressed strict requirements for the performance of Guangdong team, and said that he would never tolerate players’ lack of fighting spirit and fighting spirit. His attitude and performance have been supported and recognized by the fans. This kind of attitude and performance is the quality that a good leader should have, not only to perform well on the field, but also to have very high requirements and abilities in managing the team. Du Feng’s criticism shows his concern and management ability for the team, and he firmly believes that only through fighting spirit and fighting spirit can we win. This attitude and performance is a good example for the basketball circle in China and the whole sports circle in China.

Guangdong team is one of the most successful teams in CBA history. They have won many championships and awards. However, the victory is not achieved overnight, and the players need to go all out in every game. Du Feng’s criticism reminds the players that they must keep fighting spirit and fighting spirit, which is the philosophy and culture that Guangdong team adheres to, and only in this way can they bring victory and honor. Du Feng’s attitude and performance will also inspire the players to work harder in future competitions and strive for more victories and honors for the team.

In 2023, Jiangxi Yongxiu Half Marathon started, and more than 4,500 people ran the migratory bird kingdom.

Rain gives birth to a hundred valleys, summer is coming, and Poyang Lake is running smoothly at that time. On April 22nd, the "an all-consuming love Dreaming of Wucheng" 2023 Jiangxi Yongxiu Half Marathon started in Wucheng, a migratory bird town in China. More than 4,500 Chinese and foreign runners rushed out of the starting line with full mental state, raced in the hinterland of Poyang Lake, deeply appreciated the beautiful scenery of "World Wetland Migratory Bird Kingdom" and experienced the ecological charm of Yongxiu with running and speed.

2023 Jiangxi Yongxiu Half Marathon started. Xinhuanet issued Hu Chuanfeng photo

Certified by China Athletics Association, this competition is co-sponsored by Yongxiu County People’s Government, Jiujiang Wenguang New Tourism Bureau, Jiujiang Sports Bureau and Jiujiang Forestry Bureau, and undertaken by Yongxiu County Wenguang New Tourism Bureau, Yongxiu County Education and Sports Bureau and Yongxiu County Forestry Bureau. A total of three events are set up: half marathon (21.0975km), national fitness running (7.5km) and party member model walking (7.5km). The routes are carefully planned by the organizing committee of the competition, accompanied by birds and flowers all the way, runners can enjoy the natural beauty of spring in Poyang Lake, and also enjoy the elegant demeanor of the migratory bird kingdom and the ancient town with thousands of years.

Accompanied by birds and flowers all the way, runners can enjoy the beauty of spring. Xinhuanet issued Hu Chuanfeng photo

The contestants started from the tourist center of the migratory bird town in Wucheng, Yongxiu County, and passed through Wucheng scenic spots and landmarks such as Yongwu Highway, Poyang Lake Ecological Civilization Exhibition Center, Ji ‘an Hall, Huanzhen Highway, Wucheng Paigong Lane, which is known as the "most beautiful water highway", and walked through the Poyang Lake Nature Reserve, with birds singing in their ears from time to time, which perfectly integrated sports with nature.

Located in the core area of Poyang Lake ecological wetland, Wucheng is one of the four famous towns in Jiangxi history, a national 4A-level scenic spot and the first "China migratory bird town" in China, with pleasant climate, fresh air and beautiful scenery, which provides an excellent place for all kinds of leisure sports and competitive competitions.

In recent years, Yongxiu County has deeply practiced the concept of ecological civilization, anchored the positioning of "short-distance and short-term, exploring the market of Greater Nanchang Metropolitan Area", and vigorously promoted the deep integration of "sports+culture+tourism", making the whole area beautiful and tourable in all seasons. On the basis of the successful hosting of international bird watching conference, Jiangxi Yongxiu Half Marathon, and national cross-country auto racing competition last year, a series of flower viewing activities such as "Huayang Yongxiu Welcome to Tour" were launched this year. This time, by hosting the half marathon for the second time, Damei Yongxiu’s popularity, reputation and influence continued to rise, which injected strong impetus into the county’s high-quality economic and social development.

Jiangxi Yongxiu Half Marathon Medal. Xinhuanet issued Hu Chuanfeng photo

"In order to make the athletes run with peace of mind, peace of mind and comfort, Yongxiu County has set up 9 fixed medical stations in the whole track, organized 96 medical staff and equipped 8 mobile ambulances to protect every runner on the track." The relevant person in charge of the Wenguang New Tourism Bureau in Yongxiu County said that the county has also recruited more than 480 volunteers to ensure the service throughout the whole process. Volunteers with warm smiles and meticulous service have become a beautiful landscape in the competition.

"It feels great and I look forward to the next semi-horse in Yongxiu." Wu Xingyan, a runner from Xingguo County, Jiangxi Province, said that she has participated in all-horse and half-horse races in many places across the country, and has seen mountains and rivers in many places, but she feels that the track scenery and event guarantee of Yongxiu are more impressive.

China track and field athlete Peng Jianhua won the men’s team championship. Xinhuanet issued Hu Chuanfeng photo

In the end, after fierce competition, China track and field athlete Peng Jianhua won the men’s championship in 1 hour, 07 minutes and 20 seconds. Melkam Alemayehu Tassew from Ethiopia won the women’s championship in 1 hour, 12 minutes and 42 seconds. "This is my second visit to Yongxiu. I feel that people here are very enthusiastic and the track is the most beautiful track I have ever seen!" Peng Jianhua said happily at the half marathon award ceremony.

At the men’s awards ceremony, the players took the stage to receive the award. Xinhuanet issued Hu Chuanfeng photo

"Take the scene as the medium and make friends with the game. We organically combine superior resources such as sports and characteristic tourism to provide a good platform for the holding of sports events. At the same time, this will greatly enhance the visibility of scenic spots in Yongxiu and stimulate the development of local tourism. " The relevant person in charge of the Wenguang New Tourism Bureau of Yongxiu County said that next, Yongxiu will hold many wonderful activities such as cultural festivals, music festivals, cross-country rally races, lobster festivals, etc., to cultivate new highlights of tourism consumption, continue to polish the global tourism brands, and boost the high-quality development of the county’s tourism industry. (Zheng Wenbin, Li Panpan, Hu Chuanfeng)

Pawar has scored 6 goals in various competitions this season, setting a new career high.

Live broadcast: On March 11th, the game between Bayern and augsburg is underway. Bayern is currently leading 3-1, and pawar scored twice, scoring a goal to overtake the score and expanding the lead.

Statistics show that pawar has scored 6 goals for Bayern in various competitions this season, setting a new record for his single-season goals.

The article takes you to know what virtual human customer service is.

With the continuous development of science and technology, artificial intelligence technology is constantly changing our lives. In the business field, virtual human customer service has become an increasingly common concept. Virtual human customer service is a customer service model based on artificial intelligence and natural language processing technology, which provides customers with faster, more accurate and more efficient services by simulating human dialogue. Next, we will introduce virtual human customer service from several aspects.

Advantages of virtual human customer service

The biggest advantage of virtual human customer service is in customer service efficiency. Virtual human customer service can provide services 24 hours a day without fatigue like human customer service. At the same time, virtual human customer service can deal with the problems of multiple users at the same time, and it will not wait for one user’s problem to receive the next user like human customer service. This enables virtual human customer service to better respond to customer needs during peak hours.

In addition, virtual human customer service can also learn and optimize its own services through machine learning technology and data mining technology to improve its accuracy and service quality. This enables the service level of virtual human customer service to be continuously improved to provide customers with better service.

Application Scenarios of Virtual Human Customer Service

Virtual human customer service has been widely used in various industries, such as e-commerce, banking, medical care, insurance and so on. In the e-commerce industry, virtual human customer service can help consumers query product information, place orders, return goods and other issues; In the banking industry, virtual human customer service can help customers query account information, handle transfer, finance and other services; In the medical industry, virtual human customer service can provide online consultation, appointment registration, prescription and other services; In the insurance industry, virtual human customer service can assist customers to inquire about insurance products, claims and other issues.

No matter what industry, virtual human customer service can help enterprises improve customer service quality, reduce customer service costs and improve customer satisfaction.

Technical principle of virtual human customer service

Virtual human customer service provides users with efficient, intelligent and convenient services through NLP natural language processing, artificial intelligence, multi-round dialogue system, voice recognition technology and data analysis. One of the core technologies of virtual human customer service is NLP natural language processing technology. NLP natural language processing technology is an interdisciplinary subject in the field of computer science, which focuses on the interaction between computer and human language. NLP natural language processing technology can transform human language into a form that computers can process, thus realizing the interaction between computers and humans. When a user asks a question to the virtual human customer service, the virtual human customer service will turn the question into a form that the computer can understand, then find the best answer through machine learning and data mining technology, and finally turn the answer into natural language and reply to the user.

The Development Trend of Virtual Human Customer Service

The development trend of virtual human customer service is more and more intelligent and humanized. With the continuous development of artificial intelligence technology, virtual human customer service will become more and more intelligent, better understand the needs of users and provide more personalized services. At the same time, virtual human customer service will become more and more humanized. Humanized virtual human customer service can better simulate human dialogue and make users feel more real interactive experience, thus improving users’ satisfaction.

Virtual human customer service has become a customer service model that cannot be ignored. Virtual human customer service can improve customer service efficiency, reduce enterprise costs and improve customer satisfaction. With the development of artificial intelligence technology, virtual human customer service will become more and more intelligent and humanized, providing customers with a better service experience.

Potter: In terms of stable performance and results, we haven’t reached the desired level yet.

Live on March 11th, before the match against leicester city, Chelsea coach Porter was asked which is more important, the Champions League or the League. In this regard, he said that he is more inclined to focus only on the next game.

Porter replied: "I understand this problem, but it almost belongs to the category of’ being wise after the fact’. I prefer to focus only on the next game, focusing on leicester city, focusing on how we won that game and how to keep things going. If you think too much, you will tie yourself down. In the end, what we need is to keep it simple, focus on the next game and strive for victory. "

"Historically, the club has won the Champions League, and some players in the dressing room have done the same. Some people have left, some people have experienced injuries and we have new players. We have a transition period between these two windows, and many things have happened, so maybe we haven’t reached that level in terms of stable performance level and getting the results we want. "

"But on any given day, I think it’s fair to say that we can compete with any team in the Premier League, but what we need is to do it more frequently. Two victories make things easy, but against leicester city we must start again, we must maintain the momentum and continue to build a positive feeling after the game against Dortmund. "

"It will be a tough game against leicester city. They are fighting for points. They also want to win and have been doing their best. Unfortunately, the previous results are not what we want. Stress will make things more challenging, but we need to move on. Before the game against Leeds United, I said that we saw a lot of positive things on the training ground, and what we need is to transfer it to the game. "

"Sometimes, this is a process. You need to go through some difficult times, but the ability of the players is certain. This is about how we do it collectively, and how we can find the best way to achieve stable performance and results. This is a wonderful week, but we need another wonderful performance and result to end this week, and the best way to convince people that you are on the right path is to win, which is also true for players. "

Malouda: "I hope Chelsea sign Mbappé"

Malouda: "I hope Chelsea sign Mbappé"

Former Chelsea striker Florent Malouda says he would like to see Paris Saint-Germain striker Kylian Mbappé move to London.

"I hope Chelsea sign Mbappé, and I think the club should choose the best player like him. Especially when I see how much money Chelsea has spent on others. It all depends on his desire to come to the club, but we must choose such a top player and build a team around him. My dream is to build a team with young players around Mbappé. He has won many trophies and is eager for more, so Chelsea should look for such players. Will Mbappé agree to move to Chelsea? Anything is possible! "It’s not just about preparing an offer with a lot of money," Goal quoted Malouda as saying.

Mbappé has been playing for Paris Saint-Germain since 2018. The 24-year-old Frenchman’s contract will last until the summer of 2025.

This season, Mbappé made 30 appearances in various competitions on behalf of the club, scored 7 goals and sent 31 assists.

Technical password of generated image AI

In the past few years, artificial intelligence (AI) has made great progress, and AI’s new products include AI image generator. This is a tool that can convert input statements into images. There are many AI tools for text-to-image conversion, but the most prominent ones are DALL-E 2, Stable Diffusion and Midjourney.

DALL-E 2 is developed by OpenAI and the project of chatgpt is complementary. It generates images through a paragraph of text description. Its GPT-3 converter model trained with more than 10 billion parameters can interpret natural language input and generate corresponding images.

DALL-E 2 mainly consists of two parts-converting user input into a representation of an image (called Prior), and then converting this representation into an actual photo (called Decoder).

The text and images used in it are embedded in another network called CLIP (Contrast Language-Image Pre-training), which is also developed by OpenAI. CLIP is a neural network that returns the best title for the input image. What it does is the opposite of what DALL-E 2 does-it converts images into text, while DALL-E 2 converts text into images. The purpose of introducing CLIP is to learn the connection between visual and text representation of objects.

DALL-E 2′ s job is to train two models. The first one is Prior, which accepts text labels and creates CLIP image embedding. The second is Decoder, which accepts CLIP image embedding and generates images. After the model training is completed, the reasoning process is as follows:

  • The input text is converted into CLIP text embedding using neural network.

  • Use Principal Component Analysis to reduce the dimension of text embedding.

  • Create an image embedding using text embedding.

  • After entering the Decoder step, the diffusion model is used to embed the image into an image.

  • The image is enlarged from 64×64 to 256×256, and finally enlarged to 1024×1024 by using convolutional neural network.

Stable Diffusion is a text-to-image model, which uses CLIP ViT-L/14 text encoder and can adjust the model through text prompts. It separates the imaging process into a "diffusion" process at runtime-starting from the noisy situation, gradually improving the image until there is no noise at all, and gradually approaching the provided text description.

Stable Diffusion is based on Latent Diffusion Model(LDM), which is a top-notch text-to-image synthesis technology. Before understanding the working principle of LDM, let’s look at what is diffusion model and why we need LDM.

Diffusion Models, DM) is a generation model based on Transformer, which samples a piece of data (such as an image) and gradually increases the noise over time until the data cannot be recognized. This model tries to return the image to its original form, and in the process, it learns how to generate pictures or other data.

The problem of DM is that powerful DM often consumes a lot of GPU resources, and the cost of reasoning is quite high due to Sequential Evaluations. In order to train DM on limited computing resources without affecting its quality and flexibility, Stable Diffusion applies DM to powerful Pre-trained Autoencoders.

On this premise, the diffusion model is trained, which makes it possible to achieve an optimal balance between reducing complexity and preserving data details, and significantly improves the visual reality. The cross attention layer is introduced into the model structure, which makes the diffusion model a powerful and flexible generator and realizes the high-resolution image generation based on convolution.

Midjourney is also a tool driven by artificial intelligence, which can generate images according to the user’s prompts. MidJourney is good at adapting to the actual artistic style and creating images with any combination of effects that users want. It is good at environmental effects, especially fantasy and science fiction scenes, which look like the artistic effects of games.

DALL-E 2 uses millions of image data for training, and its output results are more mature, which is very suitable for enterprises to use. When there are more than two characters, the image generated by DALL-E 2 is much better than that generated by Midjourney or Stable Diffusion.

Midjourney is a tool famous for its artistic style. Midjourney uses its Discord robot to send and receive requests for AI servers, and almost everything happens on Discord. The resulting image rarely looks like a photo, it seems to be more like a painting.

Stable Diffusion is an open source model that everyone can use. It has a good understanding of contemporary art images and can produce works of art full of details. However, it needs to explain the complex prompt. Stable Diffusion is more suitable for generating complex and creative illustrations. However, there are some shortcomings in creating general images.