Technovation 2021

Ahkshara Sankar
CHRISTOPHER SHAN NAIDU
Chulpaibul Jiraporn
VR Climate Change

Photographer's High-Speed Droplet System
Dispatching Multiple Robots in a Urban Environment (A)
View Video Here

View Video Here

View Video Here

Dandapath Soham
Das Bisakha
Goh Shing Ling
DNN- FES & Fole - Objective Loss Estimator for Integrating Deep Neural-Network into Fuzzy SystemsVersatile Grasping for Shelf Placement of FMCG items


Collaborative Filtering for Food Recommendations in NTU


View Video Here

View Video Here

View Video Here

Han JunHan Si DingHO XUAN RONG ZANE
Deep Image Enhancement


Creating Percussion Rhythms using hand gestures with LEAP Motion

Dynamic Incentive Mechanism


View Video Here

View Video Here

View Video Here

Hoang Viet
Huang Zhengjie, Terry
Jan Owyeong Guo Yongwi
Synthetic Word Embedding Generation for Downstream NLP Task
Development of an Educational Recommender System
Virtual bowling using a Mobile Phone

View Video Here

View Video Here

View Video Here

Joey Hiew Mun Yee
KANNAN SHIVANI
Kee Wan Ting
Sonification of Geometry

Music Visualization using Deep LearningNER Middleman

View Video Here

View Video Here

View Video Here

Koh Liang Jing
Lee Yan Zhen
Lee Yu Sheng Daniel
Recurrent Neuro-Fuzzy Parallel Embedded System (RNFPS) implemented with an automated trading strategySound Event Detection with Human and Emergency Sounds


Music Generation with Deep Learning Techniques


View Video Here

View Video Here

View Video Here

Leong Ko Rixie Tiffany
Lim Pek Cheng, David Samuel
Lim Yun Jie
Chart-to-Text: A large-scale benchmark for chart summarisationCZ3007 Compiler Techniques Lab Project
Community Noise Measure using Crowd Sourcing
View Video Here

View Video Here

View Video Here

Loh Yuanchao
LONG SHI SHENG
Looi Han Liong
Attacks on Federated Learning and Defense StrategyVirtual Reality (VR) GameStock Prediction on TSLA using Sentiment Analysis on StockTwits
View Video Here

View Video Here

View Video Here

Mantri Raghav
Mok Wei Min
Neo Shun Xian Nicholas
Feature Selection for Demand Forecasting incorporating External CovariatesAR TV Studio


AI for Healthcare


View Video Here

View Video Here

View Video Here

Ng Teng Ann
Numair Fazili
Okkar Min
Online Analytics for Host-Pathogen Interactions Analysis

Applications of Machine Learning in Portfolio Management

Automatic Generation of Approximate Arithmetic Circuits for Error Tolerant Computing
View Video Here

View Video Here

View Video Here

Padhi Abhinandan
Rachel Khan
Reuben Jon Chia
Deep Learning for Detection and Segmentation of Brain Lesions from CT scansMobile Phone-assisted Relaxation Techniques

Driving Simulator


View Video Here

View Video Here

View Video Here

Serene Quek Kai Zhen
TAO WEIJING
Tay Kee Kong
Development of Feature-based Time-Series Classification Tools for Multivariate Time-series DataGenerating Human Faces by Generative Adversarial Network

Edge-Server Visual Localization for Autonomous Agents

View Video Here

View Video Here

View Video Here

Mohit Prashant
Willis Tee Teo Kian
Wilson Thurman Teng
Assured Autonomy in Safety Critical CPS


Hardware Assisted Malware Detection for Embedded Systems


BET-GAN: Unsupervised-learning approach for automatic CT brain extraction trained using synthetic MRI scans
View Video Here

View Video Here

View Video Here

Wong Yuan Neng
Wong Zhen Yan
Yap Rong Yu
Study on Attacks Against Federated LearningDigital Makeup Using Machine Learning AlgorithmsA Privacy-Preserving Data Valuation Visualization System
View Video Here

View Video Here

View Video Here

  
YONG SHAN JIE


Knowledge Graph Construction from Text  
View Video Here



ADDI DEBASHREE
Aditi Saini
Alex Neo Jing Hui
Classification of deepfakes and ‘beautified’ mediaPredictive Analytics of Chemical Material PricingEpsilon, Microservices-based scheduler for Kubernetes
View Video Here

View Video Here

View Video Here

Aloysius Chan Zhen Wu
An Zheyuan
Ang Jun Liang
Federated Learning StudyA Weight-Normalization Based Causal Classifier for Long-Tailed ClassificationInvestigating subtypes of Alzheimer’s Disease using Graph Neural Networks on functional MRI scans
View Video Here

View Video Here

View Video Here

Ang Wan Qi
Arun Rakshitha
Aung Hein Htoo
Hierarchical Multi-Agent Reinforcement Learning with OptionsThe Six Pac-men: Exploring the strength of advice provision and the impact of an adversarial advisor in Reinforcement LearningParkinson’s Disease classification through multi-view learning of structural and functional connectome
View Video Here

View Video Here

View Video Here

Austine Yapp Zong Han
Bedi Jannat
BENJAMIN LOH WEN QIAN
IMPLEMENTING COLLABORATIVE DECENTRALIZED MACHINE LEARNING FOR INTERNET OF THINGS (IOT)Multi-Agent Deep Deterministic Policy Gradient Algorithm for Swarm SystemsIMPLEMENTATION OF CACHE ATTACKS IN PRACTICAL SCENARIOS AND TOOLKIT DEVELOPMENT
View Video Here

View Video Here

View Video Here

Bryan Leow Xuan Zhen
Chan Wen Le
Chan Yan Cheng Jarod
Speaker invariant speech emotion recognition with domain adversarial trainingAttack on Training Effort of Deep LearningDefence on unrestricted adversarial examples
View Video Here

View Video Here

View Video Here

Chan Yuqian
Chen Feiyu
Chen Sihao
A Serious Game Design and DevelopmentVisualization for Machine LearningLearning to see in the dark
View Video Here

View Video Here

View Video Here

Chen Taoyu
Chen Yinya
CHENG BOYA
Instruction Level Branch Condition Penetration for SteelixRecurrent Neural Network Embedded Fuzzy System with its Applications in Stock Market Forecasting and TradingDigital Makeup Using Machine Learning Algorithms
View Video Here

View Video Here

View Video Here

Chester Yeoh Fu Soon
Chew Jing Wei
Chew Kin Zhong
Time Series & Sentiment Analysis of Top CryptocurrenciesUltra-Low Power Real-Time Object Detection based on Quantized CNNsOptimizing Grey-Box Mutational Fuzzing Workflow for Effective Vulnerability Discovery
View Video Here

View Video Here

View Video Here

DAVID KORIADI
Dinh Khoat Hoang Anh
Do Anh Tu
Agent Runtime MonitorEvolving Type-2 Neural Fuzzy Inference System with Embedded Deep Learning in Dynamic Portfolio RebalancingReal-time Visual Localization System on an Embedded Platform
View Video Here

View Video Here

View Video Here

Dwivedee Lakshyajeet
Elbert Widjaja
FENG CHENGXUAN
Efficient Graph Neural Networks for Travelling Salesman Problem using Multilevel ClusteringFake News Detection using Social Media DataDeep Learning in VR
View Video Here

View Video Here

View Video Here

 
Feng Daifei
Foo Ching Yen

A Marketplace for Crowdsourced Federated LearningAugmented Reality-based Instructor for Origami 
View Video Here

View Video Here



Gabriella Benedicta Christianti
GOH CHUN YI
Guo Mukun
Skin Cancer Detection: Spreading Awareness Through Mobile ApplicationVacMAPSegmentation of CT brain scans with synthetic MR scans by using generative adversarial networks
View Video Here

View Video Here

View Video Here

Guo Zhiwei
Gwyneth Ang Xin Yi
Han Simeng
GAN-based Synthetic Medical Image Augmentation for multimodality image registrationGame-based Learning of Cryptographic AlgorithmsAdvancing Neural Text Generation
View Video Here

View Video Here

View Video Here

Hans Tananda
Harold Teng Ze Chie
Haziq Yusoff bin Abdul Wahab
Transfer Learning Application on Snake ClassificationWebsite Development of CrowdedSGMusic visualisation with deep learning
View Video Here

View Video Here

View Video Here

Huang Haowen, Alfred
Huang Zhilin
James Tan Chee Min
Deep Ensemble Network for Momentum Portfolio TradingAutomated Essay Scoring with Incremental Learning Through CrowdsourcingIncreasing Interpretability using a Fuzzy-Embedded Recurrent Neural Network (FE-RNN)
View Video Here

View Video Here

View Video Here

Jashini Hubert
Jessica Kee Si Jia
Jesslyn Chew Sze Yu
Creating a User Interface for a Fire SimulatorEliminating food waste through technology- Free foodMETER: A Tool for Map-based Visualization of Referencing Behaviours in Scientific Articles
View Video Here

View Video Here

View Video Here

Kant Mannan
Kevin Steven Kihata
Khan Naseer Ahmed
Secure Text Based CAPTCHA using Adversarial ExampleSmartphone-based Augmented Reality Gaming ApplicationDisplaying curves, surfaces and solid objects in Unity 3D system
View Video Here

View Video Here

View Video Here

Koh Hock Kiong Benny
KOK WAI GIE
Kok Zi Ming
Privacy-preserving auction using multi-party computationBig data Analytics for Smart TransportationAttacks on weak implementations of RSA
View Video Here

View Video Here

View Video Here

Krithika D/O Ramamoorthy
Kwek Dan Yi Germaine
Le Tan Khang
Drug Response Prediction from drug chemical features by using Deep Neural NetworksIdentification and characterization of subtypes of patients in a bipolar cohortMachine Learning for Canteen Food Recommendation in NTU
View Video Here

View Video Here

View Video Here

Lee Chong Yan
Lee Jun Ao
Lee Wei Min
Geographically-aware mobile application for managing events and interest group communicationsLost and Found mobile app for universitiesA Crowd Management System Design and Development
View Video Here

View Video Here

View Video Here

Leow Kian Ann
Li Shenggui
LI YUANMING
Cryptographic GameContrastiveODCDistributed Machine Learning
View Video Here

View Video Here

View Video Here

 
Li Zhaochen
Lim Jia Yao Christopher

Long-Tailed Image RecognitionLiDAR Relocalization 
View Video Here

View Video Here

Lim Xiao Qi
Lim Yee Han
Low Wei Rong
Gamification of Security Games in VotingDe-identification of profile pictures  while retaining facial features using GANsGame For Learning
View Video Here

View Video Here

View Video Here

Luo Jinqi
Ma Jiebing
Ma Xiao
Generating Adversarial Examples with Only One ImageSIERRA: A Visual Query Interface for Property GraphsDocker and Kubernetes: Deploying Speech Recognition System for Scalability
View Video Here

View Video Here

View Video Here

Mark Low Boon Jun
Milla Samuel
Ng Jing Rui
Eliminating food waste through technology - HouseholdAdversarial Attacks on Autonomous VehiclesGenerating Domain-Specific Paraphrases of Questions from FAQ
View Video Here

View Video Here

View Video Here

Ng Joshua Jeremiah
Ng Man Chun
Ngiam Jing Xiang
Intelligent robotic navigation for elderly assistanceAnalysis of international trade data: correlating Chinese economic influence with Chinese United Front  influence in OceaniaBrain game based on Auditory Attention Detection
View Video Here

View Video Here

View Video Here

Ngo Jun Hao Jason
Nguyen Dinh Le Dan
Nguyen Doan Hoang Lam
Deep Learning Based Car License Plate RecognitionWeb interface for ASR transcriberMobile application on a scene text spotting
View Video Here

View Video Here

View Video Here

Nguyen Le Hoang
Nigel Ang Wei Jun
Nithya Krishnan
Building Agents for Power Trading Agent Competition (TAC)Learning Generalised Features from EEG using Deep Learning for a Cognitive Brain-Computer InterfaceA Robust and Interpretable Feature Selection Pipeline
View Video Here

View Video Here

View Video Here

Ong Jia Ying
PALANIAPPAN SNEHA
Perh Zhi Hao
PoseBuddyDeep Learning Approaches for  Predicting Drug Responses Using Multi Omics FeaturesBuilding SenticNet 7
View Video Here

View Video Here

View Video Here

Png Jun Sheng
Poh Kang Yu
POH WEI HAN
Named Entity Recognition on Emergency Response SystemDevelopment of Feature Engineering Tools for Multivariate Time Series3D game design in VR
View Video Here

View Video Here

View Video Here

Poon Sin Ta
Prem Adithya Suresh
Pyae Hlian Moe
FALCON-PAART for market climate prediction and analysisImproved Face Mask Detection with Super-Resolution TechniquesSentiment Detection with Bidirectional Encoder Representation from Transformers
View Video Here

View Video Here

View Video Here

Qiu Huiqian
Rajasekara Pandian Akshaya Muthu 
RAJIV BALAMURUGAN
Generic Self-Evoving TSK Fuzzy Neural Network with Rough Set (GSETSK+RS) Synthesising Missing Modalities for Brain MRI Tumour SegmentationExplainable Graph Classification with Deep Learning Models
View Video Here

View Video Here

View Video Here

 
Sam Jian Shen
Sean Tang

JustGivitPruning deep neural networks for encoding and decoding the human connectome 
View Video Here

View Video Here



Shearman Chua Wei Jie
SHIRLEY LIEW PEI PEI
Siek Ming Jun
Fintech Related Machine Learning: Experimental Investigation on the Effects of Data Variance Towards Difficulty of Learning for Deep Learning ModelsInteractive Learning in JavaDevelopment of iBeacon Application
View Video Here

View Video Here

View Video Here

Soh Yan Quan Kenneth
Stephanie Audrey Susanto
SU VOON HOU
Full-Stack Web Development for Auto-assessment platformMulti-Degradation Image Super-Resolution Using Texture-TransferNetwork Analysis and Traceability on Ethereum Blockchain
View Video Here

View Video Here

View Video Here

Su Wai Yee Aung
Tajudeen Safeek Ahmed
TAN CHYE HONG, JORDAN
Pattern Recognition and Forecasting from Multiple Financial Time Series Data and NewsGraph Analysis of Stock Correlation NetworksKUBEINN: A CLOUD CONTAINER SERVICE PLATFORM
View Video Here

View Video Here

View Video Here

Tan Jia Le
TAN JIAN WEI
Tan Rui Ming Raymond
3D Human ModellingAugmented Reality HologramCrowd Monitoring using Deep Learning
View Video Here

View Video Here

View Video Here

Tan Si En
Tan Yan Xian Raynold
Tan Zhi Yang
Improvements to SLAM Architecture on Embedded SystemsInteractive Virtual 3D PortSpeech Emotion Recognition Using WaveNet
View Video Here

View Video Here

View Video Here

Tchen Jee Ern
Tekwani Puneet
Teo Wei Jie
DEVELOPMENT OF NOVEL ATTENTION CALIBRATION PROTOCOLS FOR EEG-BASED BCI SYSTEMGEMM-eMFIS(FRI/E): A General Episodic Memory Mechanism for Neuro-Fuzzy NetworksElderly Lost & Found System
View Video Here

View Video Here

View Video Here

Toh Kwan How Raymond
Trinh Tuan Dung
Wang Guan Zhi, Leonard
Music Generation with Deep Learning TechniquesInteractive Course Materials Using Multi-Touch InterfacesAn In-Depth Study of Software Library Upgrade Dependency Issues
View Video Here

View Video Here

View Video Here

Wang Xiaoyu
Wang Ying
WANG ZIJIAN
Multi-Agent Path FindingPrivacy-Preserving Federated Learning (I)Real-Time Arbitrary Style Transfer via Deep Learning
View Video Here

View Video Here

View Video Here

Wong Wan Ting
Wong Yeow Ping Melvin
WU WENXUAN
Eliminating food waste through technology - for restaurants and cafesComputer-assisted physical rehabilitation system for post stroke finger grasp exercisesApplying Attention Mechanisms in Boolean Satisfiability Neural Solvers
View Video Here

View Video Here

View Video Here

Yang Jingyi
Yee Wei Min
Yeo Kok Leong Desmond
Travel Time Estimation on Road Networks: Effective Embedding and Traffic Condition Representation LearningWeb Application Development on Supply Chain Data VisualizationOffline Web Subtitle Editor
View Video Here

View Video Here

View Video Here

 
YEO LAI XIANG, LEON
Zeng Yanxi
 
Dynamic Portfolio Management with Lag-Optimised Trading Indicator using SeroFAM and Genetic AlgorithmFeature Selection on Transcriptome Data for Identification of Novel Biomarkers for Bipolar Disorder 
View Video Here

View Video Here