Final Projects ECE228 Machine learning for physical applications, Spring 2020

Group Topic Authors Slides Video SW Report
1 Human Action Recognition
Chao Li, Zhiang Wang Slides Video SW Report
2 Chest Disease Recognition from X-ray Image
Yijun Yan, Junyang Yao, Ziling Yuan Slides Video SW Report
3 Forecasting Covid-19 and Cough signal detection for suspected
Boxuan Xiao, Rui Yang, Xinqiao Zhang Slides Video SW Report
4 Automatic Modulation Recognition Using Generative Adversarial Networks
Jiawei Yin, Jinglong Du, Ziwen Li Slides Video SW Report
5 Flowers Classification using CNN
Linyan Zheng, Junfeng Zhao, Yening Dong Slides Video SW Report
6 Predicting Electron Energy Spectra in Laser-Plasma Simulations
Erda Wen, Michael Pokornik, Tofig Mamedov
Slides Video SW Report
7 Car Classification Based on ResNet and Transfer Learning
Jialu Zhao, Hala Abualsaud, Gates Zeng
Slides Video SW Report
8 Photo Captioning
Ran Yan, Jiangrui Chen, Jiayuan Shen
Slides Video SW Report
9 QuakeNet
Meher Akhil Birlangi, Stanley Dillon Hicks, Jun Hu Slides Video SW Report
10 Deep Learning Aided CT Diagnosis on COVID-19
Bo Zhou, Yuting Jiang, Zhifang Zeng
Slides Video SW Report
11 Identifying Fish Species using a Convolutional Neural Network
Abdullah Albattal, and Anjali Narayanan
Slides Video SW Report
12 The Marinexplore and Cornell University Whale Detection Challenge
Shang-Yun Yeh, Kalvin Goode, Chi-Hsin Lo Slides Video SW Report
13 Urban Sound Classification and comparison
Wei Wang, Hangquan Zhao, Tianyu Zhao Slides Video SW Report
14 Video Human Action Classification
Linjun Li, Yifan Cao, and Zheng Zhou Slides Video SW Report
15 The Disease Classification of Plants
Bingze Dai, Tian Qiu, Kai Ye Slides Video SW Report
16 Object segmentation and depth estimation in RGBD dataset
Haoyuan Meng, Yujin Chen, Yuepeng Jiang Slides Video SW Report
17 Tumor Detection in MR images
Xibo Zhang, Zihan Wang, Chenhao Zhou Slides Video SW Report
18 Super-resolution image recovery using Generative Adversarial Network
Xupeng Yu, Hongquan Zhang, Guoren Zhong Slides Video SW Report
19 Speech Audio Denoise with Deep U-Net Convolutional networks
Haoyang Ding, Yu Wang, John Xie, Shang Wang Slides Video SW Report
20 Photometric Stereo
Yiming Jia, Yuchen Xing, Hao Zhao Slides Video SW Report
21 COVID-19 Chest X-Ray Images Classification
Siyi Wang, Xiangwei Shao, Fei Xue Slides Video SW Report
22 EXOPLANET HUNTING IN DEEP SPACE
Joseph Bell, Maria Harris, James Salem Slides Video SW Report
24 Audio Emotion Recognition
Lei Gao, Yucheng Bian, Yuepeng Shen Slides Video SW Report
25 Dog Classification via Deep Learning
Pu Cheng, Yudian Li, Shanshan Xiao Slides Video SW Report
26 Characterization of functionally important features of Organelle Networks
Anamika Agrawal, Parikshit Jain and Ishan Mehta Slides Video SW Report
27 Neutralizing Antibody Discovery using Machine Learning
Patrick Wall, Tyler Myers Slides Video SW Report
28 Fish species classification
Weijie Ju, Xiao Lu, Ke Wang Slides Video SW Report
29 Koopman Operator Approximation for Learning Dynamic Models
Alan Williams, Imoleayo Abel Slides Video SW Report
30 Plant seedlings classification
Jiawei Duan, Heqian Lu, Zhenkai Lai Slides Video SW Report
31 Breast Cancer Diagnosis Using Machine Learning Method
Jiawen Zhang, Zhiyuan Lou, Guanqing Li Slides Video SW Report
32 COVID19 CT diagnosis using deep learning
Xuehai He, Fan Wang, Xiaoli Yu Slides Video SW Report
33 Salt Identification with U-Net
Zhuo Chen, Ruihao Wei, Xiaowen Zhang Slides Video SW Report
34 COVID-19 coughing detection
Haoming Zhang, Jiajun Du, Kunpeng Liu Slides Video SW Report
35 A Neural Network Surrogate Model for Fast Airfoil Aerodynamic Performance Analysis
Bingran Wang, Jiewen Yang Slides Video SW Report
36 Traffic Sign Detection using Deep Learning
Hafiza Rimsha Rauf, Sepehr Foroughi Shafiei, Yashdeep Singh Slides Video SW Report
37 3D CAD Classification
Zeyu Duan Slides Video SW Report
38 RF Modulation Classification using Convolutional Neural Networks
Kartik Kulgod, Young Li, and Parker Martin Slides Video SW Report
39 Car Classification
Jinwei Zhu, Zhaobin Huang, Bing Li Slides Video SW Report
40 Environmental Sound Classification
Tong Lin, Yuchen Zhang, Shiqi Liu Slides Video SW Report
41 Automatic Classification of Defective Photovoltaic Module Cells in Electroluminescence Images
Haenara Shin, Jaeyoung Kang, Onat Gungor Slides Video SW Report
42 Real-Time Face Recognition
Pengpeng Sun, Yan Sun, Zongheng Cao Slides Video SW Report
43 Auto-Segmentation of Thoracic Organs-at-Risk
William Argus, Karndeep Rai-Bhatti, Harmeet Gill Slides Video SW Report
44 Generating equilibrium states of many-body system using deep neural network
Xiaoyin Yang, Fanglin Tian Slides Video SW Report
45 An Automated Chest X-Ray Diagnostic Tool
Yuqing Wang, Chenglong Ke, Zhe Tang Slides Video SW Report
46 Face Recognition
Shuchen Feng, Sai Ding, Min Meng Slides Video SW Report
48 Bird Classification
Hadar Abukrat, Abhijit Kesbhat, Indu Korambath Slides Video SW Report
49 GANs for Biological Image Synthesis(Fluorescent Imaging)
Yiwei Cheng, Fei Gu, Jiaming Lai Slides Video SW Report
50 Estimating near-surface Ocean Oxygen Using Random Forest Regression
Jacob DeFilippis, Ratnaksha Lele, Shaun Winograd Slides Video SW Report
51 Music Classification using Unsupervised Deep Learning and Community Detection
Soumyaraj Bose, Tyler Farnan, Aisha Dantuluri Slides Video SW Report
52 Early Detection of Alzheimer’s Disease Through Machine Learning in MRI Scans
Zachary Burns, Derrick Cosmas, Bryce Smith Slides Video SW Report
53 Single Image Super-Resolution Convolutional Neural Network
Di Guan, Zhengdong Gao, Yuhao Lian Slides Video SW Report
54 COVID-19 Diagnosis Based on Cough Recording Classification
Jiayu Zhao, Zhuoran Liu Slides Video SW Report
55 Preliminary COVID-19 Diagnosis Based on Cough Recording Classification
Yuehui Wang Slides Video SW Report
56 Artificial Neural Network Optimization for Head Related Transfer Function Interpolation
Mia Gonzalez, Sarah Kapple, Alex Tung Slides Video SW Report
57 Music Genre Classification: NLP of lyrics
Colman Dekker, Steve Kim, and Luis Herrera-Lezama Slides Video SW Report
58 Enabling Translational Research in NeuroImaging with Machine Learning
Shanti Modi, Gayathri Ravichandran, Sushmitha Rao Uppugunduri Slides Video SW Report
59 Hand Gesture Recognition
Shengzhe Zhang, Yuchen Lu, Xuezhu Hong Slides Video SW Report
61 Automatic Medical X-ray Image COVID-19 Detection
Meihan Zheng, Zhi Fang, Xintong Zhou Slides Video SW Report
62 COVID-19 risk prediction using cough and sneeze signal
Dongyang Zhang, Nan Zhu, Xuyang Guo Slides Video SW Report
63 Relation Inference among Sensor Time Series with Neural Networks in Frequency Domain
Byungjun Kim, Iris Lau, Steven Wong Slides Video SW Report
64 American Sign Language Recognition using Deep Learning
Chandhini Grandhi, Divyank Rahoria, Sean Liu Slides Video SW Report
65 Cat Breed Classification
Shuchang Liu, Zhaokai Xu, Yuan Gao Slides Video SW Report
66 Hand Language Identification with Machine Learning Model
Muzhou Li, Qiyuan Wu, Muwei He Slides Video SW Report
67 Music Generation by C-RNN-GAN
Yue Qi, Huiyan Li, Zihao Mo Slides Video SW Report
68 Models and Indicators of heart disease
Daniel You, Yu-Tsun Yang, Sophy Lee Slides Video SW Report
69 Two-Dimensional Flow Simulation using Convolutional Neural Networks
Dimitrios Baltimas, Stephen Guerin, and Kareem Shaik Slides Video SW Report
70 Pneumonia Detection (X-Ray images classification)
Jiabei Han, Chang Zhou, Yuke Liu Slides Video SW Report
71 Real-Time Cough and Sneeze Detection
Ravi Patel, Victor Miranda, Ali Zaidi Slides Video SW Report
72 Heart Disease Detection
XinLong Li, Ruixian Song, Yangguang He Slides Video SW Report
73 Urban Scene Segmentation for Autonomous Vehicles using Deep Learning
Chunjhen Lai, Louis Lu, Tingsyuan Lin Slides Video SW Report
74 Flower Classification based on Machine Learning Method
Weiting Gao, Shijie Xu, Jiarui Wu Slides Video SW Report
75 Wildfire Prediction based on Climate Data
Yujian Xiong, Jie Wu, Zizhan Chen Slides Video SW Report
76 Improvements to Modulation Classification Techniques using Deep Learning (DL)
Ankush Jolly, Payam Khorramshahi and Tabish Saeed Slides Video SW Report
77 Radiology Report Generator Using Deep Learning
Ruochen Liu, Moria Feng, Zixi Wang Slides Video SW Report
78 Hand Gestrue Recognition
Vedavyas Potnuru, Zhongyu Huo, Yunqi Yu, Rui Zhong Slides Video SW Report
79 Retinal Vessel Segmentation using Generative Adversarial Networks and U-Net
Armin Jamshidi Bahmani, Sanika Milind Patange, Eric Megrabov Slides Video SW Report
80 Ultrasound Imaging Optimization via Machine Learning
Xinyu Tian, Yudong Diao Slides Video SW Report
81 Motor Imagery Prediction with EEG Data
Daniel Valencia, Zhimin Liang, Daniel Valencia Slides Video SW Report
82 Speech to Speech Synthesis
Bjorn Johnson, Jared Levy Slides Video SW Report
84 Bird Classification
Baomo Zhou, Bowen Deng, Kedi Xia Slides Video SW Report
86 Leaf Classification
Yitao Liu, Jia Liu, Jiacheng Hu Slides Video SW Report
87 Mammal Classification
Yao-Cheng Yang, Ching-Yu Chen, Chun-Yen Liou Slides Video SW Report
88 Steam Volume Prediction for Industrial Boilers
Bolin He, Xiaoyuan Jiang, Yidong Li Slides Video SW Report
89 Glitch Classification for LIGO
Arash Behravesh, Michael Wibowo, Piyoosh Srivastava Slides Video SW Report
90 Dog Breed Identification
Zhenyan Wang, Dingqian Zhao, Kexin Hong Slides Video SW Report