Where does Volvo come from to maintain "zero casualties" in traffic safety in the electrified era?

[EV Vision Original] If the concept of environmental protection has been integrated into the spiritual blood of Northern Europe, then the synonym of safety has also been integrated into Volvo’s brand gene.

Throughout the development of Volvo, you will find that in some historical nodes, there are security considerations. In 1944, the first one-piece cage body was invented, and in 1959, the three-point seat belt was invented. In that era when fuel vehicles dominated the world, Volvo created a new definition of safety.

Swedish engineer Nils Bohlin invented the V-type three-point seat belt in 1959.

So, when electrification has taken over the throne of fuel vehicles and is ready to unify the world, is Volvo ready for safety?

Yes, it did.

I remember once, Volvo put forward the vision of "zero casualties", which was successfully realized in 2020. Although this is a chapter that can’t be surpassed in the era of fuel vehicles, in the face of the advent of electrification today, Volvo has also begun its own evolution and learning, especially intelligence and networking, and integrated its corresponding technologies into the whole vehicle to meet the new needs of users for automobiles. And the assisted driving has become an important foundation of this development.

In our knowledge, some car companies are still promoting their own L2-assisted driving system. However, as early as 2012, Volvo launched a mass-produced Pilot Assist pilot system with L2 autopilot function, which means that Volvo has once again advanced its deployment in this field and once again led the technological pace of industry development.

So, how will Volvo "lead" in the future?

With regard to autonomous driving, Volvo’s advanced technology route can be said to be very unique. It does not follow the L1-L5 classification method commonly used in the industry, but adopts three stages: "Drive Pilot" (the driver is dominant), "Cruise Pilot" (advanced assisted driving under system monitoring) and "Ride Pilot" (without driver monitoring). This is nothing more than the support of our own technical strength, so we have such courage.

For future models, Volvo will be equipped with a central computing platform composed of NVIDIA DRIVE Orin chips in terms of hardware. The data shows that the computing power of a single Orion-X chip can reach 254TOPS, which means that it can calculate 254 trillion times per second, which is 3.5 times that of Tesla HW3.0. At the same time, Volvo is also cooperating with Luminar, the top technology company in Silicon Valley. All Volvo cars will be equipped with 300-line +1550nm Iris second-generation vehicle-class lidar.

As a lidar manufacturer from the United States, the lidar produced by Luminar uses a laser source of 1550nm. At present, there are two kinds of lidar wavelengths on the market: 905nm and 1550 nm. Among them, the laser radar with wavelength of 905nm uses silicon-based photodetector as the emission source, which has the advantages of low cost and mature technology. However, it also has the disadvantage that the 905nm laser source is harmful to human eyes. Although it belongs to the invisible light source, under a certain energy, the laser of this wavelength will burn the retina when it irradiates human eyes, so when it is used as a laser radar emitter, the power should be reduced, so its ability to resist weather interference is weak and its penetration into rain and fog is insufficient.

The 1550 nm laser radar uses InGaAs near infrared detector as the emission source, and its laser is far away from the visible spectrum absorbed by human eyes. Compared with the 905 nm laser, the 1550 nm laser with the same power is 40 times safer for human eyes, so it has higher safety. Therefore, it can run at full power and has high penetration for extreme weather environment.

The data shows that Luminar lidar has a maximum detection range of 600m, and can detect about 10% low reflectivity targets within a distance of 250m, such as black cars at night and tires with the lowest reflectivity on the road, which is of great help to improve driving safety. And the radar itself also supports OTA upgrade, which can constantly update iterations.

In addition, it can also achieve a viewing angle of 120 horizontally and 26 vertically without rotating the radar, and can obtain high-resolution data at any position in the vertical direction in real time by dynamically changing the scanning mode.

In addition, Volvo’s future models will be equipped with a multi-sensor fusion sensing scheme consisting of 5 millimeter-wave radars, 8 cameras and 16 ultrasonic sensors, which improves the fault tolerance rate of the autonomous driving algorithm and greatly improves the safety factor.

In terms of software architecture, Volvo is one of the few automobile manufacturers with complete capability of independent research and development of ADAS. Except perception, everything from perception fusion, decision-making to control is self-developed. At the same time, Zenseact, a Volvo autopilot software development company, can provide a full stack of autopilot software. In addition to reaching a global strategic cooperation with the autopilot giant Waymo, it also cooperated with companies such as UBER to jointly accelerate the development of safe and stable autopilot algorithm logic.

In addition to intelligent driving, passive safety is still Volvo’s core DNA.

When the vehicle ushers in the electrification transformation, the structural safety of the vehicle itself is a little more than that of the traditional fuel vehicle. The first thing to bear the brunt of this is battery safety.

According to previous reports, Volvo Cars announced in June that it would cooperate with Northvolt to develop and produce sustainable battery products. The battery product will be produced with 100% renewable energy, and its energy density is expected to exceed 1000 Wh/L.. So, with such a high energy density battery, how should Volvo prevent it?

In view of the safety of high energy density batteries, Volvo has adopted six technical supports, namely, low heat conduction source blocking technology, barrier-free heat removal technology, intelligent cooling technology, millisecond fast power off technology, positive pressure blocking technology and automatic early warning technology, and their main duties are to block the thermal runaway of batteries to ensure the life safety of people in the car.

Not only that, Volvo will test each battery provided by the supplier separately instead of sampling to ensure reliability. According to the test, the battery pack carried on the whole vehicle can be soaked in more than 1m water depth for many hours and still be intact.

Previously, Volvo had put a Volvo XC40 pure electric version directly into a large glass pool with a water depth of 1.7m. After soaking for 4 minutes, the Volvo XC40 pure electric version can still be driven out smoothly, and the battery-controlled motors are in normal working condition. And after 12 hours of continuous immersion, Volvo XC40 pure electric battery pack still has no water, no leakage and no thermal runaway. It can be seen that Volvo’s battery protection level far exceeds the IP67 standard, so there is no doubt about Volvo’s battery safety.

In addition to waterproof, Volvo has also achieved all-round design and optimization in terms of battery collision safety. Generally speaking, when a pure electric vehicle collides, the battery will be extruded and deformed due to external force, which will eventually lead to rupture and short circuit, and lead to severe fire.

Volvo, on the other hand, has developed fire prevention and temperature control technology for battery packs, so that enough evacuation time can be reserved for drivers and passengers. Not only that, because the power battery occupies most of the chassis area, it puts forward new requirements for structure and energy absorption design.

Volvo has done a good job in protecting the battery pack structure from the structural design of the battery pack. In the collision test in Europe, the battery pack can remain intact and not deformed after the side collision, so as to ensure that the battery cells and circuits are protected from being squeezed and damaged in the vehicle accident, greatly reducing the accident risk and improving the safety of the vehicle.

Perhaps it has been brought to the extreme in terms of safety, but is Volvo’s label limited to this? The answer is: no.

Nowadays, the advanced level of intelligent cockpit has become the best test to show the real strength of a car company in intelligent technology. For future products, Volvo will be equipped with a self-developed integrated in-vehicle system-"Volvo S.OS", and its operating systems include Android Automotive OS, QNX, AUTOSAR and Linux.

This system can realize faster and more flexible function development and upgrade. Just like our smart phones, functions and applications, including service experience, can be upgraded remotely online through OTA.

In addition, at this year’s CES show, Volvo announced its cooperation with Qualcomm. In the future, Volvo pure electric SUV will use Qualcomm Snapdragon digital cockpit platform as the high computing power center, which can meet the higher requirements in image, audio and artificial intelligence, and has the advantage of ultra-low power consumption. Thanks to the new computing platform, the running speed of Volvo Car’s next-generation in-vehicle infotainment system will be increased by 2 times and the image generation speed will be increased by 10 times.

Finally, Volvo recently announced a cooperation with Epic Games, a game company, to apply Unreal Engine, a game development engine of Epic, to the brand-new all-electric flagship model of the next-generation Volvo car, so as to provide a more realistic visual effect for the digital cockpit through photo-level visualization technology and meet the new breakthrough of drivers and passengers in senses.

Write it at the end

As a car company that has developed for 95 years, the word safety is deeply rooted in Volvo’s brand gene, which is more important to consumers than fuel consumption and performance. With the advent of electrification, Volvo continues to lead the safety benchmark in the electrical age through its own vision and foresight, and as consumers, we continue to give Volvo such confidence and continue the concept of "zero casualties" to the end. We will wait and see.

Thousands of gorgeous female anchors on the live broadcast platform were found untouchable by this "red line"

CCTV News:The National Office of "Combating Pornography and Illegal Publications" announced today that the special rectification campaign for vulgar pornographic information on the Internet jointly deployed by the eight central departments lasted for 40 days and achieved initial results.

Departments of "eliminating pornography and illegal publications", online information, communication management, culture, industry and commerce, press, publication, radio and television all over the country have imposed administrative penalties on a number of enterprises that violate laws and regulations in accordance with their duties; The public security department has successfully investigated and dealt with a number of cases in which obscene articles are spread on the Internet for profit. According to incomplete statistics, as of September 25, more than 20 million pieces of harmful information such as pornography and vulgarity have been disposed of or deleted nationwide.

National Office for Combating Pornography: Investigating Tianya Community for allegedly spreading pornographic information.

 

Departments in Beijing, Hainan and other provinces and cities have investigated the suspected dissemination of vulgar pornographic information on Tianya Community, Zongheng Chinese Website, Zhulang Novel Website, Tianji Website, Maopu Website, Tea Fragrance Website, Novel Reading Website, Romance Novel Bar, qidian Website and Chuangshi Chinese Website, and severely punished the verified illegal acts according to law.

National Office for Combating Pornography and Illegal Publications: Supervising cases of "Wolf Friends" spreading obscene articles for profit.

The website operator of "Wolf Friends" live broadcast platform was arrested.

 camgirl

The National Office for Combating Pornography and Illegal Publications, together with the Public Security Administration of the Ministry of Public Security, listed and supervised seven cases of spreading obscene articles for profit on live broadcast platforms, including Shanghai Youshi, Hunan Yueyang Wolf Friends and Hubei Wuhan partylive. Among them, in the case of the "Wolf Friends" live broadcast platform in Yueyang, Hunan, the task force successfully arrested 12 major suspects involved in the case, including website operators, anchor brokerage organizations, social platform administrators, group owners and anchors, and identified more than 1,000 female anchors involved, involving more than 10 million yuan.

[See you at 8: 00] The organizer responded that the billiards champion packed 5 million cash in sacks.

  Cctv newsAt 8 o’clock every day, CCTV will sort out the big and small things that happened around us within 24 hours.

  Ministry of Foreign Affairs: Take countermeasures against the Hudson Institute, Reagan Library and their leaders.

  The Taiwan Affairs Office of the State Council announced that it would punish the relevant organizations that promoted "Taiwan independence".

  The Ministry of Public Security launched 10 measures to facilitate the development of public security traffic control services and mass services.

  In 2022, the overall economic scale of China’s performance market will be 24.36 billion yuan.

  State Post Bureau: It is recommended to fully encrypt the personal information of express delivery and standardize the reading rights.

  China successfully launched the Hyperbolic No.1 commercial launch vehicle.

  Central Meteorological Observatory: Cold air will affect frequently in the next ten days, and dusty weather will come back on the 9th.

  The largest single container ship order in history! CSSC received 16 orders from CMA, France: the amount exceeded 21 billion yuan.

  UNICEF appeals for assistance to 2.5 million earthquake-affected children in Turkey.

  A small plane crashed in Florida, USA, and the bodies of four victims have been found.

  Swedish prosecutor: The culprit of the "Beixi" explosion is most likely a "gang initiated by the state".

  India is now a terrible "living sacrifice": a 60-year-old woman was beheaded and 12 people were involved.

  Extreme snowstorm swept through Canada: two people died and more than one million people lost power.

  The US Zoo will hold a farewell party for the panda Yaya: it will stay in the park until the end of April.

  The latest research: the maternal mortality rate in the United States shows racial differences, and blacks are more than three times that of whites.

  Stealing holes in the bathroom! Two thieves in America stole 436 mobile phones from Apple Store.

  The president of a supermarket in Canada gave himself a raise, and consumers were dissatisfied: profiteering through people’s suffering.

  Zhan Jianhua, a "Hongtong personnel" in the field of state-owned enterprises who fled for 26 years, was arrested and brought to justice.

  The first-instance judgment of the case related to the incident of "giving birth to eight children in Fengxian County": Dong Zhimin was sentenced to nine years in prison.

  5 people were killed and 8 injured in the Dalian 5.22 car crash, and the criminal Dong Liu was executed.

  State Administration for Market Regulation, Longwan District, Wenzhou City reported that "the woman had a dispute with the shop assistant and threatened to expose her uniform": it has been severely criticized.

  The second trial of Chongqing’s brother and sister’s death case: Zhang Bo and Ye Chengchen retracted their confessions in court, and the prosecution gave evidence to refute them.

  The police informed the network that China Electric Power Department had worked overtime: the chat record was fabricated and Chen Mou Long was administratively detained.

  The organizer responded that the billiard champion was packed in 5 million sacks: pre-tax bonus, paper money as display, and actual remittance settlement.

  Before the "May 1" holiday domestic tour orders have tied the epidemic situation, the 11,450 yuan hotel suite in Erhai was booked.

  Professional beggars were listed at the entrance of Chengdu Wenshu Hospital, and security guards used loudspeakers to remind citizens not to give alms.

  The Education Bureau of Dawu County, Xiaogan, Hubei Province informed the teachers to slap the students with their hands in turn: they were suspended and demoted.

  Every day, 10,000 people use plug-ins to play the mobile game "Ball Battle", and Shanghai Netan captured a five-person gang.

  This business should be cautious.

  — — Guangming. com commented on "Delivery Room Shooting ‘ Microfilm ’ "

  On April 7th, advection fog appeared on the surface of Carbon Valley Lake Wetland Park in Huaibei, Anhui Province, and the urban buildings were partially covered in fog.

  Cocoa loves love! Five new black swan babies were added to Dadukou Park in Chongqing.

  Sean, the "Twister Boy", stood up for the first time with the help of bionic exoskeleton. This teenager, who was born with osteogenesis imperfecta (also known as brittle bone disease), has been using a twisted car to walk instead of walking, fighting his fate with strong will. With the support of the teacher, he and his classmates formed a team and designed a set of human lower limb exoskeleton prototype as an auxiliary device for walking and standing. "Dare to teach cold mountain blade, not against me as a sword. Finally, I still stood up! " After standing up, Sean shared his joy on social media.

  See you at 8 o’clock tomorrow!

  Editor in charge: Dai Mengmeng

  Editor: Su Xuan

More than 7.6 million vehicles are rare! The largest recall of your car in domestic automobile history may also be included.

  CCTV News:In September, several major auto companies, such as Volkswagen and General Motors, successively announced the recall of some products.Within half a month, the total number of cars recalled by several major car companies reached more than 7.6 million, which is considered to be the largest number of car recalls in a short period of time.

  On September 14, AQSIQ announced that Volkswagen includesImported Volkswagen, FAW-Volkswagen, SAIC Volkswagen recall partImported Volkswagen, Audi, Seat, SkodaBrand and domestic Volkswagen and Audi brands, totaling more than 4.86 million vehicles.

  On September 15, GM included imports.Saab and OpelBrand, as well as domesticChevrolet and BuickBrand, announced a total recall of nearly 2.53 million cars.

  On September 25th, Guangqi Honda recalled some domestic products.Accord, Fit, FengfanWaiting for cars, totaling more than 245,000.

  The airbags produced by Takada Corporation of Japan are unsafe.

  It is understood that such a huge number of recalls point to a Japanese supplier — — Takada company, because the airbag it is equipped with for the automobile factory is not safe.

  It is understood that the reasons for the recall of Volkswagen, GM and Guangqi Honda include: the front airbag of the driver’s seat or the co-driver’s seat of some vehicles is equipped with an ammonium nitrate gas generator without desiccant produced by Takada Company. When the airbag is deployed, these gas generators may be abnormally damaged, causing debris to fly out, hurting people in the car, which poses a safety hazard. Several major car companies have said that they will replace airbags for vehicles within the recall range free of charge to eliminate potential safety hazards.

  Changan Ford, BMW Brilliance and many other car companies have previously announced the recall of some vehicles. The Takada airbag incident was in China.It involves more than 30 vehicle companies, involving about 20 million vehicles..

  Expert: the problem airbag is like a "throat cutter"

  Problem airbags have potential safety hazards, which may hurt people inside the car. What is going on? The authoritative third-party automobile safety inspection agency in China — — The chief expert of China Automotive Technology Research Center made an interpretation.

  In the test, the broken metal is ejected from the inferior airbag, just like a throat cutter, which directly stabs the dummy’s face and neck. The expert brought an airbag installed at the steering wheel to demonstrate on the spot: "The airbag is folded in the steering wheel. When the vehicle collides, the ignition device quickly ignites the combustion improver in the gas generator, and the energy released by the combustion improver quickly passes through the dense exhaust holes on the gas generator, so that the airbag expands and expands immediately."

  Experts pointed out that the gas generator of Takada airbag is filled with unstable ammonium nitrate combustion improver. Under the condition of high temperature and high humidity, the medium of ammonium nitrate has changed from flake to powder. Therefore, in the process of explosion, a larger explosion equivalent is produced, which causes the shell of the gas generator to rupture.

  Experts pointed out that when a vehicle collides, the airbag must be filled and deployed quickly in a short time, and its deployment speed is about 300 kilometers per hour. With such a fast speed, we must strictly ensure the safety of personnel.

  First, the airbag must be matched with the seat belt.

  Second, it is forbidden to put some ornaments, perfume bottles and so on in the area where the airbag is deployed.

  The airbags produced by Takada Corporation of Japan have caused many casualties around the world. Takada Corporation paid huge fines and compensation for this, and the company also filed for bankruptcy protection in June this year.

  Since 2008, after the first fatal accident occurred in airbags produced by Takada Company of Japan, by the end of February 2017, nearly 200 people had been killed or injured.

  In 2014, Takada Airbag began to launch a global large-scale recall.

  In January, 2017, Takada admitted that the hidden airbag would be fatal for 15 years, and agreed to pay a fine of $25 million, plus $125 million in compensation for the victims’ families and $850 million to pay the recall cost of the automobile manufacturer.

  As of May 2017, 19 automobile manufacturers, including Honda, Toyota, Nissan, BMW, Mercedes-Benz and Tesla, have recalled up to 120 million vehicles in the global market due to safety hazards of Takada airbags.

  In June 2017, Takada filed for bankruptcy protection.

  Expert: more attention should be paid to safety in parts concentration.

  China Automobile Industry Association pointed out that globalization has accelerated the monopoly trend of large-scale parts enterprises, which has both advantages and disadvantages. Large-scale parts enterprises will strengthen research and development, and drive or assist vehicle enterprises to promote technological progress. The disadvantage is that once the parts are too concentrated and there is a safety problem, it will have an impact on the global automobile industry.

Why did Jordan and James have different results when they also complained to the referee?

Why did Jordan and James have different results when they also complained to the referee?

This question is very interesting. This includes two aspects: spiritual and external performance. First, mentally, Jordan respects basketball, so he is upright and arrogant in his heart when playing. Mr. Murong focuses on profit, and his sense of superiority comes from profit. Even if he gains unjustly, people like Zhai Tianlin are indulged by the referee, and he also intends to use it himself, even at the expense of bowing down to all directions.

Second, whether the double standard how external performance? Jamie’s logic is: you say James walks, then Jordan can’t walk once, you say James stands, then Jordan can’t stand once. How generous are you to yourself and strict with the law? Therefore, Jamie’s performance focuses on profit, which is the same as Zhan’s spiritual core. Isn’t this interesting?

Jordan didn’t stand up a few times in his life, and James did it all the time. Jordan spread his hand and scored six three-pointers at half-time in the finals, with his hands spread out, invincible and helpless. And my impression is that Jordan questioned the referee’s penalty, which is just a few words, without pestering or begging humbly, and finally responded with action. If there had been any weak behavior at that time, it would have become a big news. You know, in the last three companies, Jordan has become the public enemy of the league, and young elites want to ignore Jordan’s position.

Jordan is good at physical confrontation, and he doesn’t have any bad moves, especially diving and padding. Then the referee will respond naturally when he stands up, and most of his hands are self-satisfied, so I can’t help it. James has been diving, padding and walking for 20 years, which can be said to be the worst type in the top 10 in history. It is naturally another result that he is so weak! Be strict with others, be lenient with yourself, and naturally be laughed at.

Jordan didn’t play basketball at his peak, he didn’t take his talent anywhere at his peak, and he didn’t take the initiative to hug his thighs at his peak. The only thing he did was that he was bored at his peak and retired to play baseball, and then the NBA cried and begged him to come back. So don’t make excuses, why do different players have different understandings of the same thing, blame the referee? Strange fans? It depends on a player’s long-standing impression, so don’t push your problems out.

And it doesn’t matter how many points you score, it mainly depends on how much role you play on the team. Like last season’s regular season, you hold a lot of ball rights and don’t retreat. Such scores are meaningless. And LeBron’s defensive ability is not a problem at all. His size and strength determine that he will be an excellent defender if he wants to defend. The problem is that his defensive attitude is really not good, especially when he is old.

Sun Yingsha lost 4-0 to Chen Meng, which is abnormal? Don’t just watch the big score.

Some people watch the game and only watch the "big score".

In the WTT Macau Championship in 2023, Sun Yingsha lost 4-0 to Chen Meng in the women’s singles semi-final, and some people felt abnormal.

Last week’s WTT Xinxiang Championship was also a semi-final in women’s singles. Chen Meng lost 4-0 to Sun Yingsha. I wonder if they also felt abnormal?

In WTT Xinxiang Championship, Sun Yingsha scored 4-0 in Chen Meng, and the scores of the four sets were 11-5, 11-5, 11-7 and 11-6.

The score of four games failed to hit the key points, so it can be said that Chen Meng was completely defeated.

In the WTT Macau Championship, Sun Yingsha of Chen Meng scored 4-0, and the scores in four sets were 16-14, 11-6, 11-8 and 11-9.

Chen Meng and Sun Yingsha won the first game 10-9, and then Chen Meng tied the game and won five games in a row, only to win narrowly 16-14.

Sometimes, a small score per game is more telling.

Compare another women’s singles semi-final, although Manyu Wang won Wang Yidi 4-2, but this game is less suspense than Chen Meng’s 4-0 win over Sun Yingsha.

Manyu Wang 4-2 Wang Yidi, the score of six games: 7-11, 11-9, 11-9, 11-6, 5-11, 11-4.

Manyu Wang is tall and arm-length, and her movements will not be restored very quickly, which determines that her forehand and backhand cohesion will not be very smooth in the near stage. What Manyu Wang is afraid of is the players with fast convergence speed and not weak strength. In the face of fast players, she often has to quit the stage and exchange distance for reaction time.

Only with speed and strength, it is possible to penetrate Manyu Wang’s defense.

However, Wang Yidi is not a speed player, and her playing style also depends on the quality of her own veneer, which is similar to that of Manyu Wang.

However, compared with Wang Yidi, Manyu Wang has stronger rotation in returning the ball and higher veneer quality. From a fundamental point of view, Manyu Wang’s strength is higher than Wang Yidi’s.

Therefore, regardless of Manyu Wang’s four-to-several win, as long as it is a best-of-seven game, the chance of surprise is very small. Under normal circumstances, it is only a matter of time before Manyu Wang defeats Wang Yidi.

However, in the semi-final between Chen Meng and Sun Yingsha, after 9-9 in the fourth game, if it wasn’t Chen Meng’s serve wheel and Chen Meng’s serve, but Sun Yingsha reversed the game, the result of the following game would be hard to say.

Before the game, when analyzing the match between Chen Meng and Sun Yingsha, I said: Chen Meng was in a particularly good state this time, and Sun Yingsha experienced high-intensity events in a row, and her state declined, which may add a little suspense to this semi-final.

For players with equal strength, the recent competitive state of the players is very important, and the players’ improvisation has a great influence on the results of the game.

Fan Zhendong’s 3-2 reversal of Lin Shidong in the men’s singles quarter-final of WTT Xinxiang Championship last week is a typical example. Lin Shidong got the match point 10-8 in the fourth game, but Fan Zhendong tied the score. Finally, Fan Zhendong reversed 13-11 to win the fourth game and was tied with a big score. Fan Zhendong won the deciding game 11-8. Moreover, Fan Zhendong finally won the men’s singles championship in Xinxiang Championship.

A game, one or two key points, may lead to a world of difference.

In table tennis, besides paying attention to who wins and who loses, it is better to look at the score of each game.

I’m interested in going to see the players’ respective service wheels, return balls and so on. If you are still interested, then learn about various services, techniques and tactics, table tennis equipment and so on.

So, don’t stop at the level of "0-4 lost". Players are improving, should old fans keep pace with the times?

As for some "extreme fans", they think that the players they like can only win but not lose. Losing is abnormal and fishy. Don’t apply the "rice circle" to competitive sports. Isn’t it good to chase the stars in the entertainment circle?

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.