"Someone has been working on a project like this for a long time." Wu Zhongping put the application in his hand on the table, raised his eyes to look at Xu Yun in front of him, and reminded quite seriously: "If you can't be technologically ahead, there is a high probability that you may lose money." ”

Just ten minutes ago, Xu Yun suddenly came over and took out such a project declaration document.

He really didn't expect that Xu Yun had just entered Yang Ningkun's research group, and there would be a difficulty upgrade when he turned his head.

Although when Xu Yun wrote his graduation thesis before, he gave up the field of algebraic geometry that he was good at and chose number theory as the direction of the topic.

There have already been examples of this kind of initiative to increase the difficulty for yourself.

But as a guru, you have to say everything.

"I understand."

Xu Yun stood at the desk and nodded in approval of Wu Zhongping's words.

Then he said his plan.

"However, I registered the company to provide scientific research funds, and it is normal to lose money."

"And I'm confident in this project."

During the speech, his eyes were always firm, and he had obviously made up his mind.

Yes.

His proposal finally moved Yang Ningkun and was unanimously approved by everyone.

It was decided to add artificial intelligence on the basis of the image reconstruction algorithm and create an intelligent auxiliary diagnosis system using AI and CT images, and everyone in charge of the entire project tacitly took him as the main one.

For this reason, he simply wrote a declaration document and came to Wu Zhongping's office again in the afternoon.

In addition to helping families meet their material needs, the biggest mission of Deepin Technology is not to make much money, in addition to helping families meet their material needs, the biggest mission is to provide scientific research funds.

For larger projects, the funding requirements are enormous.

In some cases, it is not always possible to apply for sufficient state funding, and there will be mandatory requirements for the content of the project.

But with deep technology, he doesn't have to worry about funding no matter what kind of research he wants to do in the future.

After listening to Xu Yun's answer, Wu Zhongping hesitated for a while and finally agreed to this topic.

He also wanted to see what kind of results Xu Yun could make in artificial intelligence after leaving the field of mathematics.

What's more, the application of artificial intelligence to medicine has been a hot topic in recent years, and if there is a breakthrough, it will play a role in promoting the development of domestic medicine and the field of artificial intelligence at Jingzhou University.

"Hearing you say this, I'm starting to look forward to it, and feel free to come to me if you encounter any problems in the process."

"Just wait for your words, mentor."

A sincere smile appeared on Xu Yun's face, expressing satisfaction with the result.

With the principal signing off on the process, the process was naturally very smooth, and the project was successfully put on track in just two days.

According to the horizontal project contract agreement signed between the School of Computer Science and Technology of Beijing University and Deepin Technology, the project is listed under the Planning Institute and has Deepin Technology Investment, and Xu Yun, Yang Ningkun, and Wang Bo are the main persons in charge of the project.

At the end of the project, Deepin Technology has patent achievements, and Xu Yun, Yang Ningkun, and Wang Bo can publish papers as authors.

And during the research period, the corresponding salary subsidy bonus is a lot.

After all, it is his own company, so just call Meng Songyan over to sign the contract as the company's representative.

With Wu Zhongping's support, there is no non-compliance in the middle.

……

……

"I picked up a big bargain this time, and being able to participate in a horizontal project of this specification will be very helpful for future development."

In the research room of the project, Zeng Lu looked at some of the newly added equipment in front of him and sighed sincerely, and always felt that he had been favored by the goddess of luck these days.

I thought it was to make a dataset for my senior brother, but it turned out to be a member of the key project.

As a horizontal topic invested by large companies, although there is no academician and professor to lead, there is still an academician mentor behind Xu Yun.

Besides, Xu Yun's own level is equivalent to that of a professor.

As long as you can make some achievements, it is a layer of gold on your resume.

The key is also salary subsidies and bonuses.

You must know that under normal circumstances, graduate students are no different from social animals, and many of them follow their supervisors to do projects without anything.

Xu Yun just smiled at Zeng Lu's emotion, and then set his eyes on Yang Ningkun and Wang Bo.

"Since we want to do AI plus CT image intelligent auxiliary diagnosis, a few of us will definitely not be enough, and I am afraid that we will have to recruit more personnel next."

"It's easy."

"With the treatment of our project, I believe that there will be many graduate students who are willing to participate."

"Besides, the title of Xu Shen is also very useful."

Faced with Xu Yun's question, Wang Bo took the lead in answering, patting his chest to guarantee the matter.

However, Yang Ningkun's eyebrows were a little solemn, and after Wang Bo's voice fell, he threw out a question.

"Xu Yun."

"So which direction do we go first?"

The application of artificial intelligence in CT image assisted diagnosis can play a very important and key role in the diagnosis of lung diseases, fundus disease screening, brain disease diagnosis, and even in the field of cardiovascular delineation of neurological diseases.

Each domain often needs to feed massive datasets in order to build a perfect model.

If you want to realize the intelligent diagnosis of all diseases in the human body, this is obviously unrealistic.

The most appropriate way is to focus on one area first, and then gradually expand to other areas after making results.

This is also the mainstream choice for related industry research at present.

Of course, Xu Yun understood what Yang Ningkun meant, and he had also deliberately studied this in the past two days.

Therefore, without much thought, he made his decision.

"I plan to start with CT images of the lungs to identify pulmonary nodules and screen for lung diseases such as tuberculosis, pneumothorax, and lung cancer."

Pulmonary nodules are a relatively common lung disease, because the size and type of pulmonary nodules are different, and the location density and nature need to be determined, and it is easy to miss smaller pulmonary nodules in traditional diagnosis.

In addition, there are also relevant research companies on the market, which can make it easier for patients to accept and believe.

Yang Ningkun obviously knew about it in advance and had no objections to Xu Yun's decision.

"I agree."

The other two also passed en masse.

In the following time, Xu Yun made arrangements for the specific work content.

The intelligent image restoration technology in his mind can be applied to the reconstruction of CT images, which can ensure that the images are clear enough to achieve perfection.

This can also help the AI model better assist in diagnosis.

Coupled with the mathematical content involved, it can be said that the task of completing the challenge of the project can be said to be a certainty.

Yang Ningkun and Wang Bo are temporarily responsible for model training, while Zeng Lu is still sorting out the dataset.

The subsequent new members will assist them in various improvements.

At this time, Zeng Lu raised his hand and asked about another very important matter.

"We also need CT images of the lungs of a large number of patients, as well as diagnostic data from medical imaging doctors."

In order to ensure that the model is perfect and high-quality, detailed and rigorous data is very important, and a sufficient number of data is required, otherwise the trained model may have a relatively large error rate.

In fact, on this point, Xu Yun has already planned to contact the School of Medicine of Jingzhou University to ask them for help.

Thinking about having a relationship with the principal Wu Zhongping, it shouldn't be a troublesome thing.

Zeng Lu just asked, so he responded simply, so that everyone could do what they were doing with peace of mind.

"I will discuss the data problem with the medical school, in short, it will definitely not delay the progress of our project."

"Then I'll be relieved." Zeng Lu replied with a smile.

Looking at the entire Jingzhou University, Xu Yun's face definitely didn't say that it was indeed not a problem to ask other colleges to help.

Due to the requirements of the task, he spends five hours a day on the subject.

The rest of the time was no longer delayed, and the algorithm was immediately put into the working state.

After all, in addition to the topic, there are six papers waiting for him to write.

Time passed minute by minute, and after a busy day of research, Xu Yun returned to the Emgrand Park community under the pick-up and drop-off of the driver.

Mother had already prepared dinner, and after eating it in the warm voice of the cold and greeting, Xu Yun went back to the room directly.

I turned on my computer and sat in front of the screen, and after a little thought, I created a few new papers.

"Deep Learning Classification Models and Methods for Fault Diagnosis."

"An Exploration of the Moving Point Problem of Algebraic Geometry Synthesis."

"Systems of Linear Equations in Algebraic Geometry."

"A Discussion of Countable Sets in Topology."

"A Review of the Application of Artificial Intelligence in Human Medicine."

At his current level, it is relatively simple to write a few SCI journal papers in his field of expertise, after all, according to the requirements of the task, it is not clear which papers must be papers in several areas of the Academy of Sciences.

In this way, there is a lot more room to maneuver.

So he plans to write five papers while researching the topic.

Anyway, writing a paper of this level without turning on brain overclocking, it is nothing more than a little more liver time.

As for the remaining papers, they are naturally reserved for the topic, after all, they will also publish the paper after the project is over.

Although the author of the paper will have several names, it does not affect the determination of the task.

It just happened to save him a lot of time.

It is also worth mentioning that he did not put the improvement of topological group theory on the agenda because of the task requirements of this paper.

Refining the main topological group theory is too time-consuming, so you don't know when you will be able to complete the task.

So let's wait until later.

"It's a pity that I don't have deep sleep time now, otherwise it wouldn't be too much trouble."

Xu Yun stared at the direction of the paper he determined on the screen, whispered a sigh of emotion a little, and then immediately put his hands on the keyboard and quickly typed it.

It is unthinkable to say to others that writing five papers at the same time, but because Xu Yun has enough relevant knowledge stored in his mind, in some respects it is not much different from copying.

It's only a matter of time before it's done.

But if someone sees Xu Yun's operation, they are afraid that their eyes will be shocked to the ground.

After a period of time, Xu Yun's life became quite regular, basically building algorithms and training models during the day, and continuing to write his own papers at night.

If it weren't for the fact that the last random reward didn't draw deep sleep time, I'm afraid the degree of liver explosion would have increased.

(End of chapter)