"Some people have started researching projects like this a long time ago." Wu Zhongping put the application form in his hand on the table, raised his eyes to look at Xu Yun in front of him, and reminded him seriously: "If you can't lead in technology, If so, there is a high probability that you will lose money.”
Just ten minutes ago, Xu Yun suddenly came over and took out such a project application document.
He really didn't expect that as soon as Xu Yun joined Yang Ningkun's research group, the difficulty level would escalate.
Although when Xu Yun wrote his graduation thesis, he gave up the field of algebraic geometry and chose number theory as his topic choice.
There have been examples of people actively making things more difficult for themselves.
But as a mentor, you must say everything.
"I see."
Xu Yun stood in front of his desk and nodded in recognition of Wu Zhongping's words.
Then he told his plan.
"However, I registered the company to provide scientific research funds, so losses are normal."
"Besides, I have confidence in this project."
During the speech, his eyes always showed determination, and he had obviously made up his mind.
Yes.
His proposal finally moved Yang Ningkun and was unanimously approved by everyone.
He decided to add artificial intelligence to the image reconstruction algorithm to create an intelligent auxiliary diagnosis system that uses AI plus CT imaging, and everyone in charge of the entire project tacitly believed that he was the leader.
To this end, he simply wrote a declaration document and came to Wu Zhongping's office again in the afternoon.
The establishment of Deepin Technology is not about making a lot of money. In addition to helping families meet their material needs, the biggest mission is to provide scientific research funds.
For larger projects, the funding required is huge.
Sometimes it is not possible to apply for enough national funds, and there are also rigid requirements for the project content.
But with deep technology, he doesn't have to worry about funding no matter what kind of research he wants to conduct in the future.
After Wu Zhongping listened to Xu Yun's answer, he hesitated for a while and finally agreed to the project.
He also wanted to see what 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. If there is a breakthrough, it will promote the development of domestic medicine and the field of artificial intelligence at Jingzhou University. Besides, this time there is no need for scientific research funding from the school.
"Hearing what you said, I started to look forward to it. If you encounter any problems during the process, you can come to me anytime."
"I'm just waiting for your words, instructor."
A simple smile appeared on Xu Yun's face, expressing satisfaction with the result.
With the principal's signature, all procedures were naturally very smooth, and the project was successfully on track in just two days.
According to the horizontal project contract agreement signed between the School of Computer Science of Peking University and Deepin Technology, the project is listed under the Institute of Computer Science and 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 patented results, and Xu Yun, Yang Ningkun, and Wang Bo can publish papers as authors.
And during the project research period, the corresponding salary subsidy and bonus will be one cent.
After all, it is your own company, so just call Meng Songyan over to sign the contract as the company representative.
With Wu Zhongping's support, there was nothing illegal in the process.
…
…
"I got a big deal this time. 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 project, Zeng Lu looked at the newly added equipment in front of her and sighed sincerely. She always felt like she had been favored by the goddess of luck these days.
I originally thought of making a data set for my Ph.D. brother, but turned out to be a member of a key project.
As a horizontal topic invested by large companies, although there are no academician professors to lead it, Xu Yun still has an academician mentor behind him.
Besides, Xu Yun's own level is equivalent to that of a professor.
As long as you can produce some results, it will add a layer of gold to your resume.
The key is to get salary subsidies and bonuses.
You must know that under normal circumstances, graduate students are no different from social workers. Many of them do projects with their tutors and get nothing.
Xu Yun just smiled at Zeng Lu's emotion, and then turned his attention to Yang Ningkun and Wang Bo.
"Since we are going to do AI plus CT imaging intelligent auxiliary diagnosis, just the few of us will definitely not be enough. I am afraid we will need to recruit more people."
"This is simple."
"Based on the treatment offered by our project, I believe many graduate students will be willing to participate."
"Besides, the title Xu Shen is also very useful."
Faced with the question raised by Xu Yun, Wang Bo was the first to answer, patting his chest to ensure the matter.
However, Yang Ningkun's eyebrows were a little solemn, and after Wang Bo finished speaking, he asked a question.
"Xu Yun."
"Then which direction should we take first?"
Artificial intelligence uses CT imaging to assist diagnosis, which can play a very important and critical role in lung disease judgment, fundus disease screening, brain disease diagnosis, and even in areas such as delineating target areas for cardiovascular diseases in neurological diseases.
Each field often requires feeding massive data sets in order to build a more perfect model.
If you want to achieve intelligent diagnosis of all human diseases, this is obviously unrealistic.
The most appropriate way is to focus on a certain field first, and then gradually extend to other fields after achieving results.
This is also the mainstream choice in current related industry research.
Of course Xu Yun understood what Yang Ningkun meant, and he had studied this point specifically in the past two days.
Therefore, without much thought, he made his decision.
"I plan to start with lung CT images 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, it is easy to miss smaller pulmonary nodules in traditional diagnosis. Starting research is also the best way to prove the effectiveness of technology.
In addition, there are also related 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 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 to ensure that the images are clear enough and almost perfect.
This can also help the AI model better assist in diagnosis.
Coupled with the mathematical content involved, the task of completing the project challenge can be said to be a certainty.
Yang Ningkun and Wang Bo are temporarily responsible for training the model, while Zeng Lu is still organizing the data set.
New members who join later will assist them in various improvements.
At this moment, Zeng Lu raised her hand and asked about another very important matter.
"We also need lung CT images of a large number of patients, as well as diagnostic data from medical imaging doctors."
For a model based on deep learning, in order to ensure that the model is perfect and high-quality, detailed and rigorous data is very critical, and a sufficient amount is required, otherwise the trained model may have a relatively large error rate.
In fact, Xu Yun had already planned to contact Jingzhou University School of Medicine to ask for their help.
Thinking about the relationship with principal Wu Zhongping, it shouldn't be that troublesome.
Zeng Lu happened to ask, so he gave a brief response first, so that everyone could go about the work at hand with peace of mind.
"I will discuss the data issue 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 is absolutely shameless. It is indeed not a problem to ask other colleges to help.
Due to the requirements of the assignment, he spent five hours a day on the subject.
There will be no further delay in the next time, and I will immediately put myself into work and start constructing the algorithm.
After all, in addition to the project, there are six papers waiting for him to write.
Time passed by, and after a busy day of research, Xu Yun was picked up by the driver and returned to the Dihaoyuan Community.
Her mother had already prepared dinner, and after finishing the meal amidst the greetings and greetings, Xu Yun went directly back to the room.
Turn on the computer and sit in front of the screen, think for a while and create several new thesis documents.
"Deep learning classification model and method for fault diagnosis."
"An investigation of moving point problems in the synthesis of algebraic geometry."
"Applications of 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 area of expertise. After all, according to the task requirements, it is not specified that papers must be in which areas of the Academy of Sciences.
In this way, the operating space is much larger.
So he plans to write five papers while researching the topic.
Anyway, there is no need to turn on brain overclocking to write a paper of this level, it is just 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 completed.
Although the authors of this paper will have several names, this 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 just because of the task requirements of this paper.
Mainly, improving topological group theory is too time-consuming, so I don’t know when the task will be completed.
So let’s wait until later.
"It's a pity that there is no deep sleep time now, otherwise it wouldn't be too troublesome."
Xu Yun stared at the direction of the paper he had determined on the screen, murmured some sighs softly, and then immediately put his hands on the keyboard and started typing quickly.
It would be unthinkable for others to write five papers at the same time, but because Xu Yun has enough relevant knowledge stored in his mind, in a certain respect, it is not much different from copying.
It's only a matter of time before it's completed.
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 deep sleep time that was not selected for the last random reward, the level of liver damage would probably have increased.
(End of chapter)
