Fall 2022, CSC2529: Computational Imaging

Instructors: David Lindell, Parsa Mirdehghan (TA), Shayan Shekarforoush (TA), Robin Swanson (TA), Mian Wei (TA)


Final Projects





# Team Members Project Title Mentor Proposal Report Poster Code
1 Jinjie Sun, Julia Wiercigroch 3D Reconstruction of Subglottic Stenosis using Neural Radiance Fields and Robotics Parsa PDF PDF PDF ZIP
2 Anagh, Xiaonong Sun A Novel View Direct and Indirect Image Synthesis Method David PDF PDF PDF ZIP
3 Landy, Meng Zhou, Yuxuan Zhang An Attention-based Multi-Scale Feature Learning Network for Multimodal Medical Image Fusion Robin PDF PDF ZIP
4 Apoorv Dankar, Jaskaran Singh, Tirth Patel An End-to-End Pipeline for Medical Image Enhancement using GANs Architecture Robin PDF PDF ZIP
5 Kejia Yin Can Diffusion Model Generalize Well in Image Super Resolution with Limited Fine Tuning? Shayan PDF PDF PDF ZIP
6 Hana Darling-Wolf, Jeffrey Qiu Comparative Analysis of Inverse Halftoning Techniques David PDF PDF PDF ZIP
7 Akash Haridas, Kartikaeya Kumar, Zakaria Patel Deconvolution using ADMM with Diffusion Denoising Prior Mian PDF PDF PDF ZIP
8 Xiaoyan Li Deep Video Denoising for Facial Signal Processing Mian PDF PDF PDF ZIP
9 Tianshu Kuai, Yan Ma, Yihan Ni Denoising Event Data with Neural Networks Parsa PDF PDF PDF ZIP
10 Jasper Zhang, Zhiling Zou Denoising for Low-dose Computed Tomography David PDF PDF PDF
11 Jason Tang, Junbo Huang Ensemble-based Defensive Pipeline Against Adversarial Attacks Parsa PDF PDF PDF ZIP
12 Miaoqi Zhang, Xuduo Gu Evaluation of Denoising Diffusion Probabilistic Models in Denoising Tasks Shayan PDF PDF PDF ZIP
14 Joonho Exploring Cartoon Priors for Neural Radiance Fields Parsa PDF PDF PDF ZIP
15 Shirley Wang Fine-tuning Dense Prediction Vision Transformers for Image Restoration Shayan PDF PDF PDF ZIP
16 Bingjie Shen, Jiachen Xu, Jingtao Zhou Guiding Deep Image Prior with Traditional Image Recovery Methods David PDF PDF PDF ZIP
17 Kate Starovoit How Should I Take Pictures on a Rainy Day? Mian PDF PDF PDF ZIP
19 Richard, Wenzhe Xu, l1j2b Image Denoising using Deep Residual Blocks with Fourier Transform Mian PDF PDF PDF ZIP
20 Xinman Liu, Xuanchi Ren, Ziyi Wu Inverting Image Signal Processing Pipeline with Diffusion Models Shayan PDF PDF PDF ZIP
21 Vishwesh Ramanathan Investigating Different Priors for Image Deconvolution in Histopathology Images Shayan PDF PDF PDF ZIP
22 Jiageng Mao, Jingkang Wang, Ze Yang Learning In-the-wild 3D Vehicle Generation for Realistic Sensor Simulation Robin PDF PDF PDF ZIP
23 Jingyu Liu, Xinrong Zhou, Xinyu Zhang Leveraging Residual Neural Network for UNet Image Denoising with Perceptual Loss Parsa PDF PDF PDF ZIP
25 Chaojun Chen, Chengnan Shentu, Thomas En Xu Li Monocular Shape Sensing for Continuum Robot David PDF PDF PDF ZIP
26 Haining Tan, Ke Zhao, Tsz Fung Multi-Reference Image Super-Resolution: A Posterior Fusion Approach David PDF PDF PDF ZIP
27 Dylan Dao, Jie Jiao Multifrequency Illumination Patterns in Single Snapshot Tissue Optical Properties Imaging David PDF PDF PDF ZIP
28 Zhecheng Wang Post-processing Spatially Varying Blur Effects with Learned 6D Blur Fields David PDF PDF PDF ZIP
29 Ruofan Liang Reconstructing and Rendering Shiny Surface with Hybrid Neural Fields Parsa PDF PDF PDF ZIP
30 Yi Cheng Zhu, jamie xu Segmentation of Mechanical Coupling Using Phased Based Motion Amplification of Sub-Pixel Variation Robin PDF PDF PDF ZIP
31 Martin Spiking Neural Networks for Depth Estimation David PDF PDF PDF ZIP
32 Nadia Li Statistical Texture Recognition and Classification Using Variants of Local Binary Pattern Mian PDF PDF PDF ZIP
33 Sarah Hindawi, Sumant Bagri, Vignesh Edithal Synthesis of Brain Tumor MRI Images using GAN Aggregation with Style Transfer Robin PDF PDF ZIP
34 Zhixiang Chi Weakly Supervising the Deep Priors for Blind Deconvolution Shayan PDF PDF PDF ZIP