Scholar's Cultivation System Panel

Chapter 168 Medical Image Reconstruction Algorithms

This was Xu Yun's first visit to Zhou Zhi's office after graduating from undergraduate, and it didn't take long to get familiar with the road. Even though it's already July, there is basically no concept of summer vacation for graduate students.

As soon as he opened the door and went in, he saw Zhou Zhi's two doctoral students were there.

We are all old acquaintances.

No politeness required.

After nodding to each other, he cast his eyes on Zhou Zhi, with a smile on his face and took the initiative to speak.

"Professor Zhou."

"Did you call me here for something?"

He is quite grateful to Zhou Zhi, who has provided help with image restoration tools and papers.

So when he received the news, he ran over from the Institute of Advanced Mathematics without saying a word.

"It's not easy to see you now."

Zhou Zhi didn't know what he was thinking of, and his emotions seemed a little complicated when he responded to this sentence.

Xu Yun still had a smile on his face: "Professor Zhou didn't just send a message to find me. Now I'm also a member of the Institute of Computing and Accounting." At the end, he didn't forget to remind him.

When Zhou Zhi heard this sentence, his mood was even more indescribable.

At the beginning, he liked Xu Yun's talent in the computer field, and wanted to bring him to the School of Design and Engineering.

For this reason, he went to Tang Yanshan to ask for someone.

However, he returned without success in the end.

But later, Xu Yun completed all the professional courses in mathematics in a short period of time, and successfully proved the Hodge conjecture, which is the world's mathematical problem. On the contrary, he was a little glad that he failed.

If Xu Yun were really brought to the Institute of Design and Engineering, I am afraid that today's Hodge's conjecture would not be proven.

But what people really didn't expect was that Xu Yun went back to the School of Engineering and Design after graduating from undergraduate.

And also recognized the principal as a mentor.

At this time Zhou Zhi shook his head, threw away the messy thoughts, and his brows relaxed when he regained his senses.

"okay."

"Sit down first."

After greeting Xu Yun, he looked at Yang Ningkun and Wang Bo next to him, and his tone became obviously severe when calling them.

"Why are you still standing in a daze, pour tea for your junior brother quickly."

"OK."

Hearing the sound, the two responded quickly, and in a panic, one went to get the cup and the other went to look through Zhou Zhi's collection of tea leaves.

Although Xu Yun is Wu Zhongping's graduate student, he and Yang Ningkun and Wang Bo are considered brothers and sisters, and he did not forget to thank them when he took the tea from them.

"Thank you, brother."

Soon Zhou Zhi stopped beating around the bush, and cut straight to the point when Xu Yun put the tea to his mouth and tasted it carefully.

"Actually, I called you here today to help the two of them." Speaking of this, he immediately turned his attention to Yang Ningkun and Wang Bo: "I called you here for help, and you can decide for yourself."

Hearing these words, Xu Yun also looked at the two of them.

Originally, he thought that Zhou Zhi had something to do, so he came here in a hurry, but he didn't expect it to be for his graduate student.

Of course, this is nothing to him, and when he published his first thesis, it was Yang Ningkun who took the initiative to help solve the negative impact on the school post bar.

Noticing that the two hadn't spoken for a long time, he simply took the initiative to lead the topic.

"The two senior brothers need my help, just say it, as long as it is within my ability, I will definitely not sit idly by."

Perhaps because of Xu Yun's words as a support, a gleam of light flashed in the eyes of Yang Ningkun and Wang Bo.

In the end, Yang Ningkun took a step towards Xu Yun, and he still looked a little embarrassed when he spoke.

"that."

...

"It's such a junior."

"We would like to invite you to participate in our project research."

"Mainly responsible for the Fourier transform."

After he and Wang Bo were admitted as doctoral students, they discussed and determined the research direction of the project, and invited a master to participate in the research, but a special person was needed to take charge of mathematics.

They have known Xu Yun since he first entered the school, and they are also very clear about Xu Yun's mathematics level.

If Xu Yun joins the project, the research will undoubtedly be more effective.

However, considering Xu Yun's achievements in mathematics, especially the fact that he has been urged by the entire number theory community recently, it is definitely not easy to invite Xu Yun to devote his time and energy to their projects under such circumstances, but the surprise is that Xu Yun majored in artificial intelligence and machine learning as a graduate student, which happens to be related to their research topics.

In addition, Xu Yun's mentor is still the principal. If he really joins, if he encounters problems, he can justifiably ask for advice.

So the two hit it off immediately, and specially found their mentor Zhou Zhi as an intermediary.

This is what happened today.

However, they didn't have much hope for Xu Yun's joining, so they seemed a little embarrassed.

After Xu Yun heard Yang Ningkun's words, his heart moved.

The study plan that Wu Zhongping made for him has been completed, and the relevant books and textbooks have been engraved in his mind. He just needs to participate in the project research and integrate and use it flexibly in the actual operation process.

If the content of the topic is suitable, it is a good opportunity.

His thoughts stayed here, and he no longer hesitated, and immediately asked a question.

"Brother Yang."

"I don't know what the direction of your subject is?"

"A medical image reconstruction algorithm based on deep learning." Before Yang Ningkun could answer, Wang Bo couldn't help replying.

The excitement was visible to the naked eye.

After all, Xu Yun was willing to ask about the direction of the project, which showed that he was quite interested in it.

"Speaking of which, you are good at the image field. Since you want to learn artificial intelligence and machine learning, Xiao Yang's subject is a good opportunity to practice."

At this time, Zhou Zhi also took over and added a sentence, analyzing the problem from Xu Yun's point of view.

And as soon as the voice in the front fell, the back foot made a special emphasis: "Of course, it's up to you whether you want to participate or not."

What Zhou Zhi said is indeed correct. Medical image reconstruction is also a specific application of intelligent image restoration technology in his mind, which is quite suitable for his current situation.

Considering that there is no new progress in topological group theory for the time being, it is better to change the topic and diverge your thinking.

After thinking about these things clearly, he agreed decisively.

"I join."

"It's really great." Wang Bo couldn't hide his joy when he heard the words.

But in the next second, Xu Yun changed the subject: "But I have one more request."

Compared with Wang Bo's expression on his face, Yang Ningkun's expression was calm and he motioned for Xu Yun to speak out.

"Junior Brother Xu, please tell me."

"In addition to being responsible for the Fourier transform, I also want to participate in the research of your image reconstruction algorithm."

"I think senior brother will not refuse this request." Xu Yun replied humorously with a faint smile on his lips.

He is now a graduate student of the School of Economics and Engineering, so he must not only be responsible for the content of mathematics.

What's more, the Fourier transform couldn't be easier for him.

Although Yang Ningkun and Wang Bo are already PhD candidates, in their hearts Xu Yun is the one with the thick leg.

Now that thick thighs are required to be responsible for more content, they are naturally too late to be happy.

After all, who doesn't want to experience the feeling of being led by a boss.

Without any hesitation, Yang Ningkun immediately strode forward and held Xu Yun's hand tightly.

"Brother Xu."

"Welcome to join our research group."

To make a complete decision on this matter seems to be for fear that Xu Yun will suddenly go back on his word.

Wang Bo saw this scene in his eyes, and his originally frozen expression returned to a bright smile.

I even couldn't wait to go to the research room arranged by the college and happily conduct research work.

After successfully solving his project, Xu Yun immediately took a taxi to the old campus after leaving Zhou Zhi's office, and went to the principal's office to briefly explain the situation.

In any case, Wu Zhongping is his mentor, and he has participated in other doctoral projects, so he must inform him to prevent Wu Zhongping from arranging projects for him again. After Wu Zhongping learned about this incident, he naturally showed great support and had no objection, and promised on the spot that he could ask him for advice if he encountered problems during the research process.

On the same day, Xu Yun also received materials from Yang Ningkun, which were basically about their subjects.

Xu Yun deliberately studied it carefully at night, so as to save time from not being able to keep up with the current progress of their project.

When it comes to medical images, tomography is the most important component.

If you want to know the internal structure of a watermelon, the easiest way is to cut it directly.

But this approach obviously cannot be used on patients.

Therefore, there is a method of obtaining internal cross-section information without cutting the object.

This method is tomography.

Its essence is a means of data analysis.

However, due to various objective environmental constraints in the real world, it is difficult to achieve a complete reconstruction of the obtained measurement parameters.

In addition, all continuous natural phenomena are stored and processed in the form of interpolation in the computer, which will inevitably lead to non-measurement errors.

In short, it is almost impossible to perfectly reconstruct the internal image without cutting the watermelon, but the algorithm can minimize many effects.

Yang Ningkun's project is to use deep learning to construct an algorithm that can reconstruct the internal image more perfectly.

Machine learning is a subfield of artificial intelligence, and deep learning is a subfield of machine learning.

It is really not a difficult task for Xu Yun to participate in this algorithm structure with his current strength.

Not to mention the intelligent image restoration technology in his mind, there are still many leading things to dig.

In this way, Xu Yun roughly read the information sent by Yang Ningkun that night, and he was basically confident in his heart, thinking that it would not take long to complete this project and promote the development of the domestic medical field. At that time, after changing my mind, I will improve the topological group theory, and maybe there will be new ideas and inspirations.

If it still can't reach the ideal level, it can only rely on the remaining 300 points and two energy capsules to start the brain overclocking.

However, topological group theory involves the proof of number theory problems after all. Even if his various abilities have been improved, there is still no absolute guarantee that these integrals can be maintained until the topological group theory is completely perfected.

"Participating in the research of a new subject, I don't know if there will be a task, and I am really looking forward to tomorrow."

Lying on the bed, Xu Yun murmured to himself, and then he stopped thinking about it and gradually fell asleep.

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