Technovation 2021
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| Ahkshara Sankar | CHRISTOPHER SHAN NAIDU | Chulpaibul Jiraporn |
| VR Climate Change | Photographer's High-Speed Droplet System | Dispatching Multiple Robots in a Urban Environment (A) |
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| Dandapath Soham | Das Bisakha | Goh Shing Ling |
| DNN- FES & Fole - Objective Loss Estimator for Integrating Deep Neural-Network into Fuzzy Systems | Versatile Grasping for Shelf Placement of FMCG items | Collaborative Filtering for Food Recommendations in NTU |
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| Han Jun | Han Si Ding | HO XUAN RONG ZANE |
| Deep Image Enhancement | Creating Percussion Rhythms using hand gestures with LEAP Motion | Dynamic Incentive Mechanism |
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| 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 |
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| Joey Hiew Mun Yee | KANNAN SHIVANI | Kee Wan Ting |
| Sonification of Geometry | Music Visualization using Deep Learning | NER Middleman |
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| Koh Liang Jing | Lee Yan Zhen | Lee Yu Sheng Daniel |
| Recurrent Neuro-Fuzzy Parallel Embedded System (RNFPS) implemented with an automated trading strategy | Sound Event Detection with Human and Emergency Sounds | Music Generation with Deep Learning Techniques |
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| Leong Ko Rixie Tiffany | Lim Pek Cheng, David Samuel | Lim Yun Jie |
| Chart-to-Text: A large-scale benchmark for chart summarisation | CZ3007 Compiler Techniques Lab Project | Community Noise Measure using Crowd Sourcing |
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| Loh Yuanchao | LONG SHI SHENG | Looi Han Liong |
| Attacks on Federated Learning and Defense Strategy | Virtual Reality (VR) Game | Stock Prediction on TSLA using Sentiment Analysis on StockTwits |
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| Mantri Raghav | Mok Wei Min | Neo Shun Xian Nicholas |
| Feature Selection for Demand Forecasting incorporating External Covariates | AR TV Studio | AI for Healthcare |
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| 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 |
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| Rachel Khan | Reuben Jon Chia | |
| Mobile Phone-assisted Relaxation Techniques | Driving Simulator | |
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| Serene Quek Kai Zhen | TAO WEIJING | Tay Kee Kong |
| Development of Feature-based Time-Series Classification Tools for Multivariate Time-series Data | Generating Human Faces by Generative Adversarial Network | Edge-Server Visual Localization for Autonomous Agents |
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| 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 |
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| Wong Yuan Neng | Wong Zhen Yan | Yap Rong Yu |
| Study on Attacks Against Federated Learning | Digital Makeup Using Machine Learning Algorithms | A Privacy-Preserving Data Valuation Visualization System |
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| YONG SHAN JIE | ||
| Knowledge Graph Construction from Text | ||
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| ADDI DEBASHREE | Aditi Saini | Alex Neo Jing Hui |
| Classification of deepfakes and ‘beautified’ media | Predictive Analytics of Chemical Material Pricing | Epsilon, Microservices-based scheduler for Kubernetes |
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| Aloysius Chan Zhen Wu | An Zheyuan | Ang Jun Liang |
| Federated Learning Study | A Weight-Normalization Based Causal Classifier for Long-Tailed Classification | Investigating subtypes of Alzheimer’s Disease using Graph Neural Networks on functional MRI scans |
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| Ang Wan Qi | Arun Rakshitha | Aung Hein Htoo |
| Hierarchical Multi-Agent Reinforcement Learning with Options | The Six Pac-men: Exploring the strength of advice provision and the impact of an adversarial advisor in Reinforcement Learning | Parkinson’s Disease classification through multi-view learning of structural and functional connectome |
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| 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 Systems | IMPLEMENTATION OF CACHE ATTACKS IN PRACTICAL SCENARIOS AND TOOLKIT DEVELOPMENT |
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| Bryan Leow Xuan Zhen | Chan Wen Le | Chan Yan Cheng Jarod |
| Speaker invariant speech emotion recognition with domain adversarial training | Attack on Training Effort of Deep Learning | Defence on unrestricted adversarial examples |
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| Chan Yuqian | Chen Feiyu | Chen Sihao |
| A Serious Game Design and Development | Visualization for Machine Learning | Learning to see in the dark |
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| Chen Taoyu | Chen Yinya | CHENG BOYA |
| Instruction Level Branch Condition Penetration for Steelix | Recurrent Neural Network Embedded Fuzzy System with its Applications in Stock Market Forecasting and Trading | Digital Makeup Using Machine Learning Algorithms |
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| Chester Yeoh Fu Soon | Chew Jing Wei | Chew Kin Zhong |
| Time Series & Sentiment Analysis of Top Cryptocurrencies | Ultra-Low Power Real-Time Object Detection based on Quantized CNNs | Optimizing Grey-Box Mutational Fuzzing Workflow for Effective Vulnerability Discovery |
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| DAVID KORIADI | Dinh Khoat Hoang Anh | Do Anh Tu |
| Agent Runtime Monitor | Evolving Type-2 Neural Fuzzy Inference System with Embedded Deep Learning in Dynamic Portfolio Rebalancing | Real-time Visual Localization System on an Embedded Platform |
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| Dwivedee Lakshyajeet | Elbert Widjaja | FENG CHENGXUAN |
| Efficient Graph Neural Networks for Travelling Salesman Problem using Multilevel Clustering | Fake News Detection using Social Media Data | Deep Learning in VR |
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| Feng Daifei | Foo Ching Yen | |
| A Marketplace for Crowdsourced Federated Learning | Augmented Reality-based Instructor for Origami | |
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| Gabriella Benedicta Christianti | GOH CHUN YI | Guo Mukun |
| Skin Cancer Detection: Spreading Awareness Through Mobile Application | VacMAP | Segmentation of CT brain scans with synthetic MR scans by using generative adversarial networks |
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| Guo Zhiwei | Gwyneth Ang Xin Yi | Han Simeng |
| GAN-based Synthetic Medical Image Augmentation for multimodality image registration | Game-based Learning of Cryptographic Algorithms | Advancing Neural Text Generation |
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| Hans Tananda | Harold Teng Ze Chie | Haziq Yusoff bin Abdul Wahab |
| Transfer Learning Application on Snake Classification | Website Development of CrowdedSG | Music visualisation with deep learning |
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| Huang Haowen, Alfred | Huang Zhilin | James Tan Chee Min |
| Deep Ensemble Network for Momentum Portfolio Trading | Automated Essay Scoring with Incremental Learning Through Crowdsourcing | Increasing Interpretability using a Fuzzy-Embedded Recurrent Neural Network (FE-RNN) |
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| Jashini Hubert | Jessica Kee Si Jia | Jesslyn Chew Sze Yu |
| Creating a User Interface for a Fire Simulator | Eliminating food waste through technology- Free food | METER: A Tool for Map-based Visualization of Referencing Behaviours in Scientific Articles |
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| Kant Mannan | Kevin Steven Kihata | Khan Naseer Ahmed |
| Secure Text Based CAPTCHA using Adversarial Example | Smartphone-based Augmented Reality Gaming Application | Displaying curves, surfaces and solid objects in Unity 3D system |
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| Koh Hock Kiong Benny | KOK WAI GIE | Kok Zi Ming |
| Privacy-preserving auction using multi-party computation | Big data Analytics for Smart Transportation | Attacks on weak implementations of RSA |
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| Krithika D/O Ramamoorthy | Kwek Dan Yi Germaine | Le Tan Khang |
| Drug Response Prediction from drug chemical features by using Deep Neural Networks | Identification and characterization of subtypes of patients in a bipolar cohort | Machine Learning for Canteen Food Recommendation in NTU |
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| Lee Chong Yan | Lee Jun Ao | Lee Wei Min |
| Geographically-aware mobile application for managing events and interest group communications | Lost and Found mobile app for universities | A Crowd Management System Design and Development |
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| Leow Kian Ann | Li Shenggui | LI YUANMING |
| Cryptographic Game | ContrastiveODC | Distributed Machine Learning |
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| Li Zhaochen | Lim Jia Yao Christopher | |
| Long-Tailed Image Recognition | LiDAR Relocalization | |
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| Lim Xiao Qi | Lim Yee Han | Low Wei Rong |
| Gamification of Security Games in Voting | De-identification of profile pictures while retaining facial features using GANs | Game For Learning |
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| Luo Jinqi | Ma Jiebing | Ma Xiao |
| Generating Adversarial Examples with Only One Image | SIERRA: A Visual Query Interface for Property Graphs | Docker and Kubernetes: Deploying Speech Recognition System for Scalability |
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| Mark Low Boon Jun | Milla Samuel | Ng Jing Rui |
| Eliminating food waste through technology - Household | Adversarial Attacks on Autonomous Vehicles | Generating Domain-Specific Paraphrases of Questions from FAQ |
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| Ng Joshua Jeremiah | Ng Man Chun | Ngiam Jing Xiang |
| Intelligent robotic navigation for elderly assistance | Analysis of international trade data: correlating Chinese economic influence with Chinese United Front influence in Oceania | Brain game based on Auditory Attention Detection |
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| Ngo Jun Hao Jason | Nguyen Dinh Le Dan | Nguyen Doan Hoang Lam |
| Deep Learning Based Car License Plate Recognition | Web interface for ASR transcriber | Mobile application on a scene text spotting |
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| 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 Interface | A Robust and Interpretable Feature Selection Pipeline |
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| Ong Jia Ying | PALANIAPPAN SNEHA | Perh Zhi Hao |
| PoseBuddy | Deep Learning Approaches for Predicting Drug Responses Using Multi Omics Features | Building SenticNet 7 |
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| Png Jun Sheng | Poh Kang Yu | POH WEI HAN |
| Named Entity Recognition on Emergency Response System | Development of Feature Engineering Tools for Multivariate Time Series | 3D game design in VR |
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| Poon Sin Ta | Prem Adithya Suresh | Pyae Hlian Moe |
| FALCON-PAART for market climate prediction and analysis | Improved Face Mask Detection with Super-Resolution Techniques | Sentiment Detection with Bidirectional Encoder Representation from Transformers |
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| 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 Segmentation | Explainable Graph Classification with Deep Learning Models |
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| Sam Jian Shen | Sean Tang | |
| JustGivit | Pruning deep neural networks for encoding and decoding the human connectome | |
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| 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 Models | Interactive Learning in Java | Development of iBeacon Application |
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| Soh Yan Quan Kenneth | Stephanie Audrey Susanto | SU VOON HOU |
| Full-Stack Web Development for Auto-assessment platform | Multi-Degradation Image Super-Resolution Using Texture-Transfer | Network Analysis and Traceability on Ethereum Blockchain |
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| Su Wai Yee Aung | Tajudeen Safeek Ahmed | TAN CHYE HONG, JORDAN |
| Pattern Recognition and Forecasting from Multiple Financial Time Series Data and News | Graph Analysis of Stock Correlation Networks | KUBEINN: A CLOUD CONTAINER SERVICE PLATFORM |
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| Tan Jia Le | TAN JIAN WEI | Tan Rui Ming Raymond |
| 3D Human Modelling | Augmented Reality Hologram | Crowd Monitoring using Deep Learning |
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| Tan Si En | Tan Yan Xian Raynold | Tan Zhi Yang |
| Improvements to SLAM Architecture on Embedded Systems | Interactive Virtual 3D Port | Speech Emotion Recognition Using WaveNet |
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| Tchen Jee Ern | Tekwani Puneet | Teo Wei Jie |
| DEVELOPMENT OF NOVEL ATTENTION CALIBRATION PROTOCOLS FOR EEG-BASED BCI SYSTEM | GEMM-eMFIS(FRI/E): A General Episodic Memory Mechanism for Neuro-Fuzzy Networks | Elderly Lost & Found System |
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| Toh Kwan How Raymond | Trinh Tuan Dung | Wang Guan Zhi, Leonard |
| Music Generation with Deep Learning Techniques | Interactive Course Materials Using Multi-Touch Interfaces | An In-Depth Study of Software Library Upgrade Dependency Issues |
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| Wang Xiaoyu | Wang Ying | WANG ZIJIAN |
| Multi-Agent Path Finding | Privacy-Preserving Federated Learning (I) | Real-Time Arbitrary Style Transfer via Deep Learning |
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| Wong Wan Ting | Wong Yeow Ping Melvin | WU WENXUAN |
| Eliminating food waste through technology - for restaurants and cafes | Computer-assisted physical rehabilitation system for post stroke finger grasp exercises | Applying Attention Mechanisms in Boolean Satisfiability Neural Solvers |
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| Yang Jingyi | Yee Wei Min | Yeo Kok Leong Desmond |
| Travel Time Estimation on Road Networks: Effective Embedding and Traffic Condition Representation Learning | Web Application Development on Supply Chain Data Visualization | Offline Web Subtitle Editor |
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| YEO LAI XIANG, LEON | Zeng Yanxi | |
| Dynamic Portfolio Management with Lag-Optimised Trading Indicator using SeroFAM and Genetic Algorithm | Feature Selection on Transcriptome Data for Identification of Novel Biomarkers for Bipolar Disorder | |
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