Course Project Reports: Winter 2016

Showing 130 out of 200 projects (70 were requested to remain private):

DeepPaint: A Tool For Image Inpainting

Suleman Kazi, Kushagr Gupta, Terry Kong

Attentional Scene Classification with Human Eye Movements

Alex Kuefler

Multi-View 3D Pose Estimation from Single Depth Images

Boya Peng, Zelun Luo

Supporting humanitarian mapping with deep learning

Lars Roemheld

Image Colorization with Deep Convolutional Neural Networks

Jeff Hwang, You Zhou

The Game Imitation: A Portable Deep Learning Model for Modern Gaming AI

Zhao Chen, Darvin Yi

Stochastic Video Prediction with Deep Conditional Generative Models

Rui Shu

Detecting Diabetic Retinopathy

Tanner Gilligan, Marco Alban

Automatic atlas-based segmentation of NISSL stained mouse brain sections using convolutional neural network

Jing Xiong, Feiran Wang, Jian Zhang

Pose Estimation on Depth Images with Convolutional Neural Network

Jingwei Huang

Deep Q-Learning for PAC-MAN

Bernardo Ramos, Kushal Ranjan, Amelia Christensen

Recognizing Handwritten Characters

Lisa Yan

Automated Image Timestamp Inference using Convolutional Neural Networks

Prafull Sharma, Michel Shoemaker, David Pan

Show, Divide and Neural: Weighted Neural Style Transfer

Rishabh Bhargava, Ethan Chan

Russell Kaplan, Christopher Sauer, Alexander Lin

Neural Diary: Forming Compressed Visual Stories in Real-Time

Edward Lee

Model-Based Reinforcement Learning for Playing Atari Games

Irving Hsu, Justin Fu

Deep Reinforcement Learning for Simulated Autonomous Vehicle Control

Raphael Palefsky-Smith, April Yu, Rishi Bedi

Cell Nucleus Tracking using Convolutional Neural Networks

Anton Jackson-Smith

Optimizing Convolutional Networks

Timothy Dozat

Multi-Agent Deep Reinforcement Learning

Maxim Egorov

Now This is Pod Racing

Alexander Dewing, Xiaonan Tong

Deep Learning of Spatial and Temporal Features for Automotive Prediction

Tim Wheeler, Jeremy Morton

Complexity Beyond the Trigram: Identifying Sign Languages from Video

Pamela Toman

Signature Verification with Convolutional Neural Networks

Gabriel Alvarez, Blue Sheffer, Morgan Bryant

Loopy Neural Nets: Imitating Feedback Loops in the Human Brain

Isaac Caswell, Lisa Wang, Chuanqi Shen

DeepFace: Face Generation using Deep Learning

Hardie Cate, Fahim Dalvi, Zeshan Hussain

Pruning of Winograd and FFT Convolution Algorithm

Xingyu Liu, Yatish Turakhia

Playing Super Hexagon with Convolutional Neural Networks

Jason Lewis

Heirarchical Deep Convolutional Neural Networks: An Insect Classiﬁcation Application

Jeffrey Glick, Katarina Miller

Convolutional Neural Networks for Left Ventricle Volume Estimation

Cheryl Danner, Carol Hsin

Automated Left Ventricle Segmentation in Cardiac MRIs with Convolutional Neural Networks

Taman Narayan

SherlockNet: Exploring 100 Years of Western Book Illustrations

Brian Do, Luda Zhao, Karen Wang

Automated Bone Age Assessment

Matthew Chen

Ball-by-Ball Outcome Prediction for Cricket Matches

Anusha Balakrishnan, Kalpit Dixit

Object Detection with Reduced Image Qualities

Shiquan Wang, Hao Jiang

Pulmonary Nodule Classification with Convolutional Neural Networks

Sheila Ramaswamy, Karen Truong

DeepVideo: Video Summarization using Temporal Sequence Modelling

Juhi Amitkumar Naik

Deep Residual Learning for Direct Perception in Autonomous Driving

Zuozhen Liu, Yixin Wang

Distilling Knowledge to Specialist ConvNets for Object Recognition with Clustered Classes

Nathanael Romano, Robin Schucker

Measuring Cellular Semantic Distance with Siamese Neural Nets

Morgan Paull

Hitting Depth: Investigating Robustness to Adversarial Examples in Deep Convolutional Neural Networks

Mihail Eric, Chris Billovits, Nipun Agarwala

Using Convolutional and Recurrent Neural Networks on Magnetoencephalography Data to Assess Neuroplasticity

Irán Román

Automatic Colorization with Deep Convolutional Generative Adversarial Networks

Stephen Koo

Disney Characters: Classifying Commercial Merchandise based on Cartoon Characters

Paula Kusumaputri, Edwin Park

Daniel Levy, Arzav Jain

Augmenting Nearest Neighbor-Based Algorithms with Siamese Neural Networks

Gene Lewis, Wilbur Yang

Traffic Sign Detection Using You Only Look Once Framework

Royce Cheng-Yue, Chung Yu Wang

ResFuse and RefiNets: Enhanced CNN architectures for image classification

Frederic Ren, Allen Nie, Nihit Desai

Predict attribute labels for restaurants using user-submitted photos

Shubham Gupta, Vinaya Polamreddi

Using Convolutional Neural Networks to demystify aesthetic works of art

Pujun Bhatnagar

Let Blind People See: Real-Time Visual Recognition with Results Converted to 3-D Audio

Rui (Forest) Jiang, Qian Lin, Shuhui Qu

Lip-Reading with CNNs and LSTMs

Sameep Bagadia, Amit Garg, Jonathan Noyola

Tracking a Parking Lot's Empty Spaces Without Sensors

Jordan Cazamias, Martina Marek

Detecting and Classifying Lung Nodules in Chest Radiographs

Isabel Bush

Multi-Frame Video Super Resolution using Deep Convolutional Networks

Alex Greaves, Hanna Winter

Facial Affect Detection Using Convolutional Neural Networks

Sherrie Wang

Solving human psychophysics tasks with 3D convolutional neural networks

Daniel Birman, Dylan Cable

Predicting future optical flow from static video frames

Pol Rosello

Neural Networks with Input Specified Thresholds

Fei Liu, Junyang Qian

Recognizing Handwritten Japanese Characters Using Deep Convolutional Neural Networks

Charlie Tsai

3D Object Classification using Shape Distributions and Deep Learning

Melvin Low

Improving the adversarial robustness of Convnets

Akash Maharaj

Playing Flappybird with Deep Reinforcement Learning

Naveen Appiah Balaji, Sagar Vare

Neural Network for 3D object classification

Lin Shao, Peng Xu

Facial Expression Recognition with Convolutional Neural Networks

Vivek Choksi, Arushi Raghuvanshi

Quantifying Mammalian Learning: Large-Scale Detection of Dendritic Spines

Seth Hildick-Smith, Ivaylo Bahtchevanov , John Lambert

Intelligent coloring of greyscale images using CNNs

Tian Zhao, Ross Daly

Convolutional Neural Networks for Facial Age and Gender Prediction

Ari Ekmekji

ambience_is_classy or good_for_kids? : Yelp Restaurant Classification Challenge

Jee Ian Tam

Understanding Visual Art with CNNs

Michael Baumer

Action Recognition and Detection Using CNNs and LSTMs

Helen Jiang, Gary Thung

Facial keypoints detection using Neural Network

Chenyue Meng, Shutong Zhang

Near Real-Time Super-Resolution Video

David Zeng

Transforming How We Diagnose Heart Disease Using Convolutional Neural Networks

Viswajith Venugopal, Swaroop Ramaswamy

Improving image feature representations with noisy similarity of text captions

Dan Iter

A Recurrent Neural Game Engine

David Gottlieb

Playing Tetris with Deep Reinforcement Learning

Matt Stevens, Sabeek Pradhan

Quantifying Invariance in Convolutional Neural Networks

Eric Kauderer-Abrams

Yelp Restaurant Photo Classification

Jade Huang

Diagnosis of Heart Disease via CNNs

Yanyang Kong, Kaicheng Wang

Single Image Depth Prediction Using Convolutional Neural Networks

Ralph Ma, Jack Zhu

Read my Hands: Translating American Sign Language to Text

Sigberto Alarcon Viesca, Brandon Garcia

Game playing using recurrent neural networks

Nic Zhang

Fully Connected Convolutional Neural Networks for Lung Tumor Segmentation

Austin Ray

Residual Networks for Tiny ImageNet

Hansohl Kim

Facial Expression Recognition

Hsiao Chen Chang, Emilien Dupont, William Zhang

Geolocalization of Street View Images: From Pixels to Places

Blake Wulfe, David Hershey

Classifying Restaurant Attributes With Deep Learning

Pedro Garzon, Diveesh Singh

Abstract concept & emotion detection of tagged images with CNNs

Youssef Ahres, Nikolaus Volk

Convolutional Neural Networks for Facial Expression Recognition

Azar Fazel, Shima Alizadeh

Facial Emotion Recognition in Real Time

Dan Duncan, Chris English, Gautam Shine

A New Algorithm for Fully Automatic Brain Tumor Segmentation with 3-D Convolutional Neural Networks

Christopher Elamri, Teun de Planque

Fast Unsupervised Object Localization

Mihir Mongia, deepak menghani, Anjan Dwaraknath

Facial Keypoint Detection

Shayne Longpre, Ajay Sohmshetty

Cardiovascular Edge Detection using Neural Networks

Gabriel Maher

Convolution Neural Networks for Chinese Handwriting Recognition

Xu Chen

Music Structure Segmentation with Convolutional Neural Networks

Tim O'Brien

Facial Expression Recognition with Selected Partial Facial Feature Using CNN

Yang Li, Chenjie Yang , Weier Wan

Brain tumour segmentation from MRI

Raunaq Rewari

Nighttime Light Predictions from Satellite Imagery

Rachel Luo, Neal Jean, Jake Kim

Coloring Grayscale image

Vivek Bagaria, Kedar Tatwawadi

Yelp Restaurant Photo Classification: MIML Approach with CNNs

Raghav Gupta, Pulkit Agrawal

Pedestrian Attribute Detection using CNN

Agrim Gupta, Jayanth Ramesh

Multiple Object Recognition with Focusing and Blurring

Holly Chiang, Yifan Ge, Connie Wu

Image Captioning with Attention

Ye Tian, Tianlun Li

Machine Cashier

Roy Chan

Tractable Neural Networks for Identity Recognition

David Eng, Jenny Hong

Models of Attention for Video Captioning

Dieterich Lawson, Blaine Rister

Geolocating Images: Where in the world was this taken?

Angela Sy, Cynthia Day

Flower Taxonomic Classification using CNNs

Xavier Mignot, Maxwell Siegelman

Convolutional Neural Networks for Estimating Left Ventricular Volume

Ryan Silva, Maksim Korolev

Going Deeper on the Tiny Imagenet Challenge

Andrew Zhai

Tiny ImageNet Visual Recognition Challenge

Anna Shcherbina

Convolutional Neural Network for Traditional Chinese Calligraphy Recognition

Boqi Li

Image Detection Techniques on the Daimler Monocular Pedestrian Detection Benchmark Data

Christopher Ling

Study of Residual Networks for Image Recognition

Mohammad Sadegh Ebrahimi, Hossein Karkeh Abadi

Using Convolutional Neural Network for the Tiny ImageNet Challenge

Jason Ting

Neurofusion: Fusing MEG and EEG Data

Paul Warren

Virtual art museum

Manikanta Kotaru, Varun Vijay Kumar

Concept Learning on Yelp Restaurant Classification

Shenxiu Liu, Haoming Li

Apparel classification using CNNs

Rohit Patki, Suhas Suresha

A network combination of ResNet and GoogLeNet to tackle Tiny ImageNet

William Shen

Yelp Restaurant Photo Classification Challenge

Rajarshi Roy

Application of Convoluted Neural Networks for Pedestrian Detection

Anil Variyar

Classifying Restaurants with Yelp Photos

Mike Yu, Emma Marriott, Aaron Zweig

Tiny ImageNet Challenge

Vani Khosla

Identifying the Higgs Boson

Anton Apostolatos, Leonard Bronner

Logo Recognition in Real World Images

Naveen Arivazhagan