Research projects & supervision summary

  • Mining socially tagged images:
    A large number of of digitized, consumer generated resources are added to the Internet every day. With the development of easy to use tools, rich contextual information are added to those resources as a means of better describing and advertising them. Such contextual information provides lots of opportunities to study social behaviour of the users.
  • Accountability in multitenancy platform:
    This project investigates various mechanisms to provide accountability for cloud platforms shared by multiple users. Mulitenancy exists at various levels depending on the services offered by the providers. Theoretically, providers are responsible for service isolation guarantees. Yet the multiplexing nature of multinency makes it impossible to achieve a 100% guarantee. Accountability provides a means for both service providers and users to collect evidence to understand the causes when the desired quality of service level is not met.

RESEARCH PROJECTS & ACTIVITIES

  • RESEARCH-BASED DEGREE SUPERVISION
    A Hybrid Approach to Logic Evaluation
  • RESEARCH-BASED DEGREE SUPERVISION
    Advanced Query Processing in Temporal Graphs
  • RESEARCH-BASED DEGREE SUPERVISION
    Advancing Greedy++ and Spectral Algorithms for the Densest k-Subgraph Problem
  • RESEARCH-BASED DEGREE SUPERVISION
    Application of Deep Learning in Image Procssing
  • RESEARCH-BASED DEGREE SUPERVISION
    Deep Learning-based Vision Processing with Event Camera
  • RESEARCH-BASED DEGREE SUPERVISION
    Deep Learning-based Vision Processing with Event Camera
  • RESEARCH-BASED DEGREE SUPERVISION
    Deep Neural Networks for High Angular and Temporal Resolution Image Processing
  • RESEARCH-BASED DEGREE SUPERVISION
    Dynamic and Quantitative Radiomics Analysis in Interventional Radiology
  • RESEARCH-BASED DEGREE SUPERVISION
    Efficient Dynamic Graph Processing
  • RESEARCH-BASED DEGREE SUPERVISION
    Efficient High-Dimensional Vector Retrieval at Scale: Balancing Ac curacy and Computation for Billion-Scale Embedding Collections
  • RESEARCH-BASED DEGREE SUPERVISION
    Efficient Multimodal Learning: Training Inference and Reasoning
  • RESEARCH-BASED DEGREE SUPERVISION
    Efficiently counting and sampling defective cliques in large graphs
  • RESEARCH-BASED DEGREE SUPERVISION
    Event-Camera Simulation: Sensor-Side Dynamics and Evaluation
  • RESEARCH-BASED DEGREE SUPERVISION
    Exploring Efficient Algorithms for High Dimensional Decision Problems
  • RESEARCH-BASED DEGREE SUPERVISION
    FB*-Index: A Compact Index for Efficient and Exact Density-based Clustering
  • RESEARCH-BASED DEGREE SUPERVISION
    Financial Time series forecast with Deep learning
  • RESEARCH-BASED DEGREE SUPERVISION
    From Local to Holistic: Multimodal Learning for Image Understanding
  • RESEARCH-BASED DEGREE SUPERVISION
    Lightweight Deep Learning Architecture for Image Computing
  • RESEARCH-BASED DEGREE SUPERVISION
    Mechanistic Diagnosis and Causal Erasure of Multimodal Hallucinations via Sparse Autoencoders
  • RESEARCH-BASED DEGREE SUPERVISION
    Multi-modal Time Series Foundation Model for Medical Data
  • RESEARCH-BASED DEGREE SUPERVISION
    Multi-Modality Generative Intelligence Framework for Alzheimer's Disease Quantification
  • RESEARCH-BASED DEGREE SUPERVISION
    Multi-Path Global–Detail Collaborative Modeling for High-Resolution UAV Small Object Detection
  • RESEARCH-BASED DEGREE SUPERVISION
    Multimodal Learning for Multi-scope Brain Lesion Segmentation
  • RESEARCH-BASED DEGREE SUPERVISION
    Real-Time Photoreal Crowd Simulation: Rendering, Animation, and Behaviour with Gaussian Splatting
  • RESEARCH-BASED DEGREE SUPERVISION
    Scalable Biclique Counting in Bipartite Graphs: Theory and Algorithms