The latest graduation project topic recommendations for computer majors and graduation guidance

Article directory

0 Preface
1 Recommended topics for computer graduate studies
2 Guidance on topic preparation
3 finally

0 Preface

Hello everyone! Senior students’ graduation project is about to begin. Are you ready?

The seniors have carefully compiled the latest computer graduation project topics for you, hoping to help you. If you have any questions during the topic selection process, you can ask me at any time and I will try my best to help you.

When choosing a graduation project topic, there are several points to consider. First of all, the topic selection should be closely related to the computer major and in line with the current development trends of the industry. Choosing a topic that is closely integrated with your major will enable you to better apply the knowledge you have learned and lay the foundation for future career development.

The practical feasibility and innovation of the topic selection should be considered. The selected topic should have certain practical significance and application prospects, and be able to solve practical problems or improve existing technology. At the same time, you can try some topics with innovative thinking and research value to demonstrate your independent thinking and problem-solving abilities.

In addition, you should choose topics based on your own interests and expertise. Choosing a topic that you are interested in and good at can increase your research enthusiasm and enthusiasm, making the entire graduation project process more enjoyable and fulfilling.

Finally, don’t forget to fully communicate and discuss with your tutors and classmates. They can provide valuable guidance and suggestions. At the same time, you can gain more perspectives and inspiration by sharing your thoughts and discussions on topic selection with your classmates.

In short, I hope that these graduation topic selections will be helpful to everyone. If you need any help with topic selection or other aspects, you can always ask me. I wish you all the best to start your graduation project and achieve excellent results!

1 Recommended topics for computer graduate studies

Design and implementation of cartoonization algorithm for character avatars
Design and implementation of facial expression classification algorithm
Design and implementation of face attribute classification algorithm
Research and implementation of facial feature extraction algorithm
Fast search algorithm for objects in videos based on deep learning
Research on image retrieval algorithm based on deep learning
Research on image segmentation algorithm based on deep learning
Research on prediction algorithm for losing players in online games based on deep learning
Research and implementation of short-term traffic flow prediction algorithm based on machine learning
Design of question and answer evaluation algorithm based on machine learning
Design of question and answer recommendation algorithm based on machine learning
Research on logistics optimization algorithm based on reinforcement learning
Research on age prediction algorithm based on deep network
Research on RGBD image segmentation algorithm based on deep network
Research on image super-resolution algorithm based on adversarial neural network
Research and implementation of visual logical reasoning algorithm based on memory network
Research on causality based on Bayesian network and implementation of algorithm package
Research on word sense disambiguation algorithm based on end-to-end neural network model
Research on social recommendation algorithm based on social network structure
Research on link prediction algorithm for multi-layer social networks
Research on location recommendation algorithms in social networks
Research and implementation of algorithmic games under social networks
Research on personalized recommendation algorithm based on reverse recommendation
Research on product popularity prediction algorithm based on recommendation algorithm
Design and implementation of optimal path recommendation algorithm based on trajectory data
Research and application of recommendation algorithm based on Poisson decomposition
Research and implementation of image-based crowd gathering detection algorithm
Research and implementation of image defogging algorithm
Research and implementation of image classification algorithm for mobile platform
Research on image classification algorithm based on hashing
Implementation of CNN-based image denoising algorithm
Design and implementation of image artistic style rendering algorithm
Research and C++ implementation of target tracking algorithm based on video images
Research and C++ implementation of violent event detection algorithm based on video behavior analysis
Design and implementation of text-based network user analysis algorithm
Research on subjective question scoring technology based on keywords and synonyms
Research and implementation of host security status assessment based on traffic characteristics
Research on segmentation algorithm of passenger flow patterns in public places based on deep learning
Design and implementation of holiday highway traffic flow prediction algorithm
Algorithm implementation of abnormal heart rhythm detection based on Android platform
Program implementation of ECG arrhythmia classification algorithm based on Matlab
Research and analysis of privacy protection algorithm based on user comment attributes
Research and implementation of outdoor scene illumination estimation and rendering algorithm based on hardware acceleration
Research on data mining algorithms based on privacy protection
Implementation of panoramic image generation algorithm based on Matlab
Research on consensus algorithm based on data sovereignty blockchain
Intelligence + Education: Design and implementation of multi-label classification algorithm for knowledge points
Design and implementation of black and white font color artistic algorithm
Research on prediction algorithm for lost players in online games based on XGBoost
Research on spiking neural network learning algorithm based on rank-order
Robot control algorithm based on virtual reality technology and reinforcement learning
Crowd behavior modeling and simulation
Modeling and analysis of tourist population based on mobile phone signaling
Multi-view human pose reconstruction based on RGBD camera
Behavior recognition technology and implementation based on RFID tags
Weakly supervised object detection neural network model based on neural network
Hash retrieval method based on intrinsic structural characteristics of data
An FPGA acceleration engine for deep neural networks
Research on image recognition based on weakly supervised deep learning
Research on object detection algorithm
Design and implementation of lightweight JavaWeb development framework
Research on graph structure learning of multi-source data
Research on the evolution of scientist collaboration network structure
Implementation and application of 0-1 knapsack algorithm
Research on multi-perspective clustering algorithm
Research on self-paced multi-task multi-view clustering algorithm
Research on crowd intelligence computing algorithms
Research on compatibility graph (pcg) construction algorithm
Research on mesh simplification algorithm for three-dimensional models
Research and C++ Implementation of Image De-specular Highlighting Algorithm
Research and implementation of image rain removal algorithm
Research on core algorithm for cyclepacking problem on floor plan
RFID system key update algorithm based on balanced tree
Research on complex network sampling algorithm based on spanning tree
Research on classification algorithm for online comments
Interpretable Research on Machine Reading Algorithms
Research on edge computing task scheduling algorithm
Design and implementation of several classic algorithms for parallel computing
Research and application of attribute-enhanced concept map matching algorithm
Implementation and application of FP-tree association rule algorithm
Research and simulation of storage control algorithm in M2M network
Video coding optimization control algorithm for network packet loss environment
Generative adversarial network algorithm and application research
Implementation of fast matrix operations based on FPGA
Self-weighted multi-core learning research
Research and construction of elementary mathematics knowledge base
Recognition and solution of integrals in images
An embedded deep convolutional neural network inference engine
Design of anti-strategy mechanism for site selection problem
Information Skeleton Research and Application
Simple-complex activity collaborative recognition based on shared structure
Bayesian tensor decomposition
Design and implementation of information security knowledge graph
Research on subspace clustering based on matrix decomposition

Examples of senior students’ work:
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Mail classification system based on python
Research on text emotion understanding technology
Stem cell division and growth tracking research
Research on weakly supervised learning in behavioral activity understanding
Analysis and study on the impact of climate and environmental factors on elderly COPD patients
Design and implementation of license plate recognition system based on deep learning
Deep convolutional neural network and its application in face recognition
Research on the theory of deep reinforcement learning and its application in video games
Robot indoor scene recognition based on deep learning
Research and implementation of hashing method based on deep learning in multi-granularity image retrieval
Design and implementation of website verification code identification system based on deep learning
Application of tensor decomposition in bioinformatics
Product popularity prediction based on point process
Static code analysis based on recurrent neural networks
Social network user relationship research
Research on evolution analysis and modeling of user interests in online social networks
Analysis and computer simulation research on information dissemination behavior on social networks
EKG data research
Semantic representation and learning of trajectory data
Implementation of NPC autonomous training model construction based on deep reinforcement learning
Complete the design and implementation of English part-of-speech tagging based on LSTM
Research on Chinese emotion recognition based on machine learning
Research on high-quality word vector generation method based on deep neural network
Visualization of taxi pick-up and drop-off passenger trajectories and demand forecasting in Singapore based on map data
Design and implementation of medical and health record information visualization system
Research on semantic expression and search technology of activity trajectories
Research on egocentric network visualization based on telecommunications big data
Design and implementation of cifar10 data set generation based on DCGAN
Analysis of urban bicycle travel behavior
Accurately locate the store where the user is located in the mall
Visualization research based on taxi trajectory data
Visual analysis platform for “portraits” of students’ behavioral habits
Design and implementation of high-speed rail operation map based on map API
Design and implementation of professional job portraits based on big data technology
Research on user movement trajectory information prediction based on collaborative filtering
Visual display of the design and implementation of data processing centers
Distributed crawler and visual processing of data based on Sina Weibo
Analysis of urban residents’ employment and residence based on public bicycle data
Representation learning on dynamic networks
Item allocation problem based on social network exchange
Research on user relationship of QQ social network based on complex network
Research on urban subway transportation network based on complex network
Research on important structural characteristics of Internet autonomous layer network
Automatic classification of cardiac arrhythmias based on deep learning
Research and implementation of diabetic retinal disease diagnosis based on deep learning
Research and implementation of character head clothing classification based on deep learning
Design and implementation of face detection and recognition system based on deep learning
Sentiment classification based on deep learning
Research on scene classification based on deep learning
Research on title classification based on deep neural network
Image classification based on DeepLearning
Image retrieval based on deep learning
Extract image and video features based on deep learning
Image style transformation based on deep learning
Multimodal retrieval based on deep learning
Medical image segmentation based on deep learning
Assisted drug design based on deep learning
Anomaly detection based on deep learning
Voiceprint recognition based on deep learning
Design and implementation of recommendation system based on deep learning
Research and implementation of vehicle feature recognition based on deep learning
Design and implementation of intrusion detection system based on deep learning
Respiration monitoring based on deep learning
Zero-shot and few-shot learning based on deep learning
Big data prediction method based on deep learning
Font style conversion method based on deep learning
Research on lung cancer detection method based on deep learning
Research on classification method of emergent phenomena in complex systems based on cellular automata
Implementation of machine learning in MCI disease classification
Research on image semantic segmentation algorithm based on convolutional neural network
Design of image super-resolution reconstruction algorithm based on deep learning
Research and implementation of image denoising algorithm based on deep learning
Design and implementation of image style transfer algorithm based on deep learning
Research and application of image generative adversarial network (GAN) based on deep learning
Research and implementation of human posture estimation algorithm based on deep learning
Design and implementation of pedestrian re-identification algorithm based on deep learning
Design of traffic sign recognition and classification system based on deep learning
Design of medical image analysis and diagnosis system based on deep learning
Design of gesture recognition and control system based on deep learning
Research on UAV visual navigation and obstacle avoidance algorithm based on deep learning
Design of visual perception and decision-making system for autonomous driving vehicles based on deep learning
Design and implementation of human-computer interaction interface based on deep learning
Design of video content analysis and annotation system based on deep learning
Research on virtual reality and augmented reality applications based on deep learning
Research on text image retrieval and association algorithm based on deep learning
Research on the combination of natural language processing and image understanding based on deep learning
Design and implementation of face detection algorithm based on deep learning
Design and implementation of vehicle detection algorithm based on deep learning
Design and implementation of pedestrian detection algorithm based on deep learning
Design and implementation of animal detection algorithm based on deep learning
Design and implementation of fruit detection algorithm based on deep learning
Design and implementation of building detection algorithm based on deep learning
Design and implementation of aircraft detection algorithm based on deep learning
Design and implementation of train detection algorithm based on deep learning
Design and implementation of ship detection algorithm based on deep learning
Design and implementation of bicycle detection algorithm based on deep learning
Design and implementation of traffic sign detection algorithm based on deep learning
Design and implementation of road marking detection algorithm based on deep learning
Design and implementation of pedestrian attitude detection algorithm based on deep learning
Design and implementation of gesture recognition algorithm based on deep learning
Design and implementation of target tracking algorithm based on deep learning
Design and implementation of human body key point detection algorithm based on deep learning
Design and implementation of object segmentation algorithm based on deep learning
Design and implementation of medical image detection algorithm based on deep learning
Design and implementation of UAV target detection algorithm based on deep learning
Design and implementation of crop disease detection algorithm based on deep learning
Design and implementation of human behavior recognition algorithm based on deep learning
Design and implementation of pet recognition algorithm based on deep learning
Design and implementation of text detection algorithm based on deep learning
Design and implementation of image quality assessment algorithm based on deep learning
Design and implementation of facial expression recognition algorithm based on deep learning
Design and implementation of handwritten digit recognition algorithm based on deep learning
Design and implementation of license plate recognition algorithm based on deep learning
Design and implementation of crowd counting algorithm based on deep learning
Design and implementation of target classification and detection algorithm based on deep learning
Design and implementation of multi-target tracking algorithm based on deep learning
Design and implementation of human posture estimation algorithm based on deep learning
Design and implementation of face recognition and detection algorithm based on deep learning
Design and implementation of gesture control algorithm based on deep learning
Design and implementation of target instance segmentation algorithm based on deep learning
Design and implementation of human body key point tracking algorithm based on deep learning
Design and implementation of human posture tracking algorithm based on deep learning
Design and implementation of image super-resolution and target detection algorithms based on deep learning
Design and implementation of video target detection algorithm based on deep learning
Design and implementation of remote sensing image target detection algorithm based on deep learning
Design and implementation of industrial defect detection algorithm based on deep learning
Design and implementation of crowd density estimation and target detection algorithm based on deep learning
Design and implementation of target detection algorithm for unmanned vehicles based on deep learning
Design and implementation of medical image segmentation and target detection algorithms based on deep learning
Design and implementation of target detection and tracking algorithm for UAV images based on deep learning
Design and implementation of human posture estimation and target detection algorithm based on deep learning
Design and implementation of UAV target tracking and obstacle avoidance algorithm based on deep learning
Design and implementation of video behavior recognition and target detection algorithms based on deep learning

Examples of senior students’ work:

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Research on workflow scheduling based on hadoop
Distributed storage and computing of public bicycle data based on Hadoop
Research on large-scale network traffic data processing method based on HHT
Quantitative study of the impact of venture capital institutions on enterprise development under the background of financial big data
Research on big data analysis and mining methods based on target spatiotemporal trajectory
Design and implementation of book recommendation system based on Hadoop
Design and implementation of healthy food recommendation system based on big data
Design and implementation of college entrance examination volunteer recommendation system based on Spark
Design and implementation of group shopping data analysis system based on big data
Design and implementation of insurance data analysis system based on big data
Design and implementation of analysis system for sub-healthy people based on big data
Design and implementation of electronic product demand data analysis system based on big data
Design and implementation of rental data analysis system for second-tier cities based on big data
Design and implementation of shared bicycle user characteristics analysis system based on hive
Design and implementation of data analysis system for Meituan takeout based on big data
Design and implementation of China's rainfall data display and analysis system
Design and implementation of online TV drama ratings analysis based on Hive
Design and implementation of health product analysis system based on big data
Design and implementation of sub-health population analysis system based on big data
Design and implementation of data analysis system for rental demand in first-tier cities based on Hadoop
Design and implementation of data analysis system for poverty alleviation based on Hadoop
Design and implementation of a logistics data analysis system for a logistics company
Design and implementation of college examination analysis system based on Hive
Design and implementation of Didi Chuxing's data analysis system based on big data
Design and implementation of food material management system for catering industry based on big data
Design and implementation of community vehicle monitoring system based on big data
Design and implementation of Ele.me takeaway recommendation system based on big data
Design and implementation of rental recommendation system based on big data
Design and implementation of user portrait analysis of online videos based on big data
Design and implementation of shopping user portrait analysis system based on big data
Design and implementation of Kuaishou user portrait analysis system based on big data
Design and implementation of tourism user portrait analysis system based on big data
Design and implementation of public welfare activity platform based on Spark
Design and implementation of collection platform based on big data
Design and implementation of fashion recommendation platform based on big data
Design and implementation of technology platform based on big data
Design and implementation of storytelling platform based on Hadoop
Design and implementation of domestic exhibition platform based on big data
Design and implementation of online shopping mall based on big data
Design and implementation of Tianjin Life Network platform based on big data
Design and implementation of personal travel recommendation system based on big data
Design and implementation of mail distribution system based on artificial intelligence
Design and implementation of garbage collection system based on intelligent identification
Design and implementation of a movie box office prediction system for a certain cinema based on big data
Design and implementation of cloud storage system based on big data
Design and implementation of network disk application based on big data
Design and implementation of online music website based on big data
Design and implementation of online video website based on big data
Design and implementation of friend recommendation system based on Mapreduce
Design and implementation of game statistics website based on Hadoop
Design and implementation of traffic information analysis system based on hadoop
Design and implementation of meteorological information analysis system based on hadoop
Design and implementation of webKPI analysis system based on hadoop
Design and implementation of website traffic analysis system based on hadoop
Design and implementation of mobile phone traffic analysis system based on hadoop
Design and implementation of e-commerce log analysis system based on hadoop
Design and implementation of shopping mall system based on hadoop
Design and implementation of Huake Forum based on big data
Design and implementation of bilibili website data analysis based on big data technology
Design and implementation of self-operated commodity platform analysis system based on big data
Design and implementation of news analysis system based on big data
Design and implementation of ordering system based on big data technology
Research on real-time processing of large-scale data streams
Design and implementation of distributed message queue
Distributed file system design and implementation of small file optimized access technology
Research and implementation of customizable automated deployment methods in cloud PaaS
Design and implementation of three-dimensional terrain rendering system
Acquisition and visual analysis of blockchain transaction information

Examples of senior students’ work:

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Deduplication of encrypted data in cloud storage based on password authentication protocol
Research and implementation of key technologies for digital image encryption
Signature authentication based on dynamic time warping algorithm
Design and implementation of network security assessment tools
Analysis of weak key vulnerabilities in RSA implementation
Design and implementation of unified identity authentication protocol for web services
Ethereum Denial of Service Attack Detection
Design and development of secure email based on information hiding technology
Design of a privacy-preserving BP neural network
Design and implementation of semantic search engine in the field of information security
Research on encryption technology for spatial data range search
Design and implementation of active security protection system for smartphones
Design and development of database encryption system design and implementation
Android terminal security audit software module development
Android application code protection and anti-protection
Privacy and security image feature extraction and application in big data environment
Research on key technologies for encrypted data query in cloud computing environment
Design and implementation of personal data account system based on data sovereignty blockchain
Identity sharing application technology based on sovereign data blockchain
Prototype design and implementation of an application system based on blockchain technology
System architecture design based on data sovereignty blockchain
Design and implementation of domain name system based on blockchain technology
Design and implementation of distributed authentication system based on blockchain
Design and implementation of blockchain massive data storage based on Hadoop
Shared value token design and circulation method based on data sovereignty blockchain
Research on the deployment and application of smart contracts on the blockchain
Building a blockchain-based time commitment contract
Build a multi-player game contract based on blockchain

Examples of senior students’ work:
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2 Guidance on topic preparation

(1) Cause
Recently, more and more students have begun to write thesis proposal reports, but many students do not have guidance on how to choose appropriate topics. They are not clear about how to do the topics assigned by the teacher, and the information provided by the instructor is not sufficient, making them unable to start.

(2) How to avoid pitfalls (the most important thing)
Selecting final topics is actually a huge trap for many students. Every year, countless people dig their own pits and jump into them. Choosing a good topic will make the subsequent defense and thesis writing much easier, while choosing an incorrect topic can lead to endless pain and suffering. . . .

(3) Why do you say this?
In fact, this is mainly because most students do not have a clear understanding of the technologies required for specific scenarios, which leads them to mistakenly believe that certain functions are easy to implement when determining the topic, but the actual situation is often not the case.

Therefore, it is recommended that students who are not clear about the technology of project implementation should seek help from their graduate students or teachers to learn more about the technology and implementation process. Of course, you can also ask me and the seniors will provide help according to your situation.

(4) Difficulty control
For those students who only pursue smooth graduation, they need to be careful not to choose topics that are too difficult or too easy when choosing graduation topics. Choosing a topic that is too difficult may make it difficult for you to complete it, while choosing a topic that is too easy may result in insufficient workload, inability to write a complete thesis, or even failure to pass the defense stage. Therefore, it is necessary to choose appropriate topics within a moderate difficulty range.

(5) Title of the topic
In addition, many students have recently reported to their seniors that the topics they set are always returned by the teacher. In fact, this is really not the fault of the teacher. I can’t laugh or cry when I see the topics you set. . . .

The senior is here to share with you a standard for setting a question. You will be right to follow this standard when setting a question:
"What algorithm (technology) was used + in what scenario + what type of problem was solved"

3 finally

If you have any questions about topic selection, or lack of understanding of related technologies, or don’t know how to start your graduation project, you can consult your seniors for help. Seniors will provide guidance and support based on your specific situation. Whether you have questions about topic selection or technical aspects, the seniors are willing to help. The seniors will provide you with some guidance and suggestions based on your needs and abilities. No matter what problems you encounter, you can ask the seniors for advice. The seniors will do their best to help you successfully complete your graduation project.