Scholar's Cultivation System Panel

"Someone has already started research on a project like this." 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 him quite seriously: "If you can't be technologically advanced If so, there is a high probability of losing money.”

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

He really didn't expect that when Xu Yun just joined Yang Ningkun's research group, there would be a difficulty escalation immediately.

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

There have been examples of this kind of voluntary self-improvement.

But as a mentor, you must say everything.

"I see."

Standing in front of the desk, Xu Yun nodded in approval of Wu Zhongping's words.

Then he said his plan again.

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

"And I have confidence in the 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 to create an intelligent auxiliary diagnosis system using AI plus CT images, and everyone in charge of the whole 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.

The establishment of Deepin Technology is not to make a lot of money. Apart from helping the family meet material needs, the biggest mission is to provide scientific research funding.

For slightly larger projects, the required funding figures are very huge.

Sometimes it may not be possible to apply for enough national funding, and there are also rigid requirements for project content.

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

After hearing Xu Yun's answer, Wu Zhongping hesitated for a while and finally agreed to the subject.

He also wants to see what kind of achievements Xu Yun can 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. If there is a breakthrough, it will play a role in promoting the development of domestic medicine and the field of artificial intelligence in Jingzhou University. Besides, this time there is no need for the school to provide research funding.

"Hearing what you said, I'm starting to look forward to it. If you encounter problems in the process, you can always come to me."

"Just wait for your teacher's words."

A simple and honest smile appeared on Xu Yun's face, expressing his satisfaction with the result.

With the signature of the principal, the various processes were naturally very smooth, and the project was successfully put on the right track in just two days.

According to the horizontal project contract agreement signed by the School of Computer Science of Peking University and Deepin Technology, the project is hung under the School of Engineering and Technology with investment from Deepin Technology, and Xu Yun, Yang Ningkun, and Wang Bo are the main person in charge of the project.

After the project is over, Deepin Technology has patented results, and Xu Yun, Yang Ningkun, and Wang Bo can publish papers as authors.

And during the research period of the project, the corresponding salary subsidy and bonus are not less than one cent.

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

With Wu Zhongping's support, there is nothing irregular in the middle.

...

...

"I took a big deal this time, and being able to participate in a horizontal project of this size will be very helpful for future development."

In the scientific research room of the subject project, Zeng Lu looked at some newly added equipment and equipment in front of her with sincere emotion. She always felt that she was favored by the goddess of luck these days.

I thought it was a data set for the doctoral brother, but it turned out to be a member of the key project.

As a horizontal project invested by large companies, although there are no academicians and professors to lead it, there is at least 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, that is to add a layer of gold to your experience.

The key is salary subsidies and bonuses.

We must know that under normal circumstances, graduate students are no different from social animals, and many of them follow their mentors to do projects and have nothing.

Xu Yun just smiled at Zeng Lu, and then turned his attention to Yang Ningkun and Wang Bo.

"Since we are going to do AI plus CT image intelligent assisted diagnosis, there are definitely not enough of us, and I am afraid that we will need to recruit more people in the future."

"This is easy."

"Based on the treatment of our project, I believe there will be many graduate students willing to participate."

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

Facing the question raised by Xu Yun, Wang Bo took the lead in answering, patted his chest to assure the matter.

On the contrary, Yang Ningkun's eyebrows were a little dignified, and after Wang Bo finished speaking, he asked a question.

"Xu Yun."

"Then which direction should we go first?"

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

And every field often needs to feed massive data sets in order to build a more perfect model.

If you want to realize the intelligent diagnosis of all diseases in the human body, this is obviously not realistic.

The most appropriate way is to focus on a certain field first, and then gradually extend to other fields after making achievements.

This is also the mainstream choice for current related industry research.

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

So without much thought, I spoke out my decision.

"I plan to start with lung CT images to realize the identification of lung nodules and the screening of lung diseases such as tuberculosis, pneumothorax and lung cancer."

Pulmonary nodules are a relatively common lung disease, because the sizes and types of pulmonary nodules are different, and the location density and properties need to be determined. Smaller pulmonary nodules are easily missed in traditional diagnosis. Doing research is also the best way to demonstrate technical effectiveness.

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

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

"I agree."

The other two also passed collectively.

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 and almost perfect.

This can also help the AI ​​model to better assist diagnosis.

Coupled with taking care of the mathematics involved, the task of completing the challenge can be said to be a certainty.

Yang Ningkun and Wang Bo are temporarily in charge of training the model, while Zeng Lu is still organizing the data set.

Subsequent new members will assist them in various improvements.

At this time, Zeng Lu raised her 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."

For a model based on deep learning, to ensure that the model is perfect and high-quality, detailed and rigorous data is very critical, and a sufficient number is also required, otherwise the trained model may have a relatively large error rate.

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

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

Zeng Lu just asked the question, so he responded briefly, so that everyone can feel at ease to do what they are doing.

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

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

Looking at the entire Jingzhou University, Xu Yun has absolutely no face, saying that it is really 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 next time will not be delayed, and immediately put into the working state and start to structure the algorithm.

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

Time passed by every minute and every second. After finishing a busy day of research, Xu Yun was picked up by the driver and returned to the Dihaoyuan community.

Mother had already prepared dinner, and Xu Yun went back to the room directly after finishing eating amidst the sound of greetings.

Turn on the computer and sit in front of the screen, think for a while and create a few paper documents.

"Deep Learning Classification Model and Method for Fault Diagnosis."

"Inquiry into the problem of moving points in the synthesis of algebraic geometry."

"Applications of systems of linear equations to algebraic geometry."

"A Discussion of Countable Sets in Topology."

"A review of applications of artificial intelligence in human medicine."

With his current level, it is relatively easy to write a few SCI journal papers in his field of expertise. After all, according to the task requirements, it is not clear that the papers must be from several districts of the Academy of Sciences.

In this way, the maneuverable space is much larger.

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

Anyway, writing a paper of this level does not need to turn on brain overclocking, it is nothing more than a little more time.

As for the remaining paper, it is naturally reserved for the project, after all, they will publish the paper after the project is over.

Although the author of this paper will have several names, it does not affect the judgment 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.

It is too time-consuming to mainly improve topological group theory, so I don't know when the task will be completed.

So wait until later.

"It's a pity that there is no deep sleep time now, otherwise it would not be too much trouble."

Xu Yun stared at the direction of the thesis he had determined on the screen, murmured a few words of emotion in a low voice, and immediately put his hands on the keyboard to type quickly.

It would be unthinkable for others to write five papers at the same time, but because the relevant knowledge stored in Xu Yun's mind is rich enough, in a certain respect it is not much different from copying.

Completion is only a matter of time.

But if someone saw Xu Yun's operation, their eyes would be shocked to the ground.

After a period of time, Xu Yun's life became quite regular, basically building algorithm 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, the degree of liver explosion would probably increase even more.