Projects
- Nov. 2018 - Mar. 2019: Student researcher for learning robust features for domain adaptation
- Proposed a novel method for unsupervised domain adaptation by injecting target categorical knowledge directly into the model in an adversarial fashion.
- Provided theoretical insights about why the proposed model enables fine-grained domain invariance within each category based on the relations between decision boundaries of classifiers and objective functions.
- Implemented all the experiments in the proposed method and obtained improved performance against state-of-the-art transfer learning methods.
- Feb. 2018 - Oct. 2018: Student researcher for exploiting mutual relation for visual relationship detection
- Intern at Center for Future Media, under the instruction of Prof. Yang Yang.
- Co-proposed an effective algorithm for visual relationship detection by exploiting mutual relation in a siamese network and incorporating semantic information in the model.
- Mar. 2018 - Sept. 2018: Team member of a 3-people team in Undergraduates Innovation and Entrepreneurship Competition
- Made contributions to design an anti-lost tracker with wireless communication chips for tracking monitored items.
- Won a prize of 1500 RMB (top 15%).
- Sept. 2017 - Jan. 2018: Multi-Clue based Representation Learning for Doctors Clustering
- Proposed a method to mitigate the problem of data sparsity for doctors clustering by utilizing various types of clue (e.g. rating number and comment text).
- Crawled various types of data and built an auto-encoder for discriminative representation learning.
- Feb. 2018 - Jan. 2018:Assessment of Undergraduates’ Stress Level Based on Multi-Contributors Mining PDF
- Evaluate the level of mental stress in undergraduates and analyse factors that contribute to it by principal component analysis and entropy weight method.
- July. 2017 - Sept. 2017 Intern at Center for Future Media, UESTC
- Under the instruction of Prof. Yang Yang.
- Finished Stanford Unsupervised Feature Learning and Deep Learning (Stanford-UFLDL) tutorial. Code
- Nov. 2017 - Feb. 2018 Mathematical Contest In Modeling/Interdisciplinary Contest In Modeling (MCM/ICM)
Awarded “Honorable Mention”- Project 1: Evaluation on Climate-based Fragile State Index Project
- Project 2: The Dynamic Path Planning of Drone Clusters Based on the Improved Artificial Potential Field Project
- Project 3: Measuring the Evolution and Influence in Society’s Information Networks Project
- Project 4: An Evaluation System for Smart Growth of a City Project
- Apr. 2018 - Jun. 2018 Fire Alarm Circuit Based on Temperature with Tunable Sensitivity (Chinese) PDF
- Designed a circuit that keeps silent and provide no visual or acoustic signal in normal temperature. Once the temperature reachs an abnormal value, the circuit rings the buzzer and light the LED.
- The sensitivity or the temperature threshold can be easily tuned by adjusting the variable resistor.
- Some Curriculum Designs
- Course Algorithm Desgin and Analysis and ACM-ICPC contests holden by UESTC. Code