• RPG Seminar – Gate anti-screening Effect in InGaZnO Thin‑Film Transistor with High‑κ Gate Dielectric

    Gate screening effect has been demonstrated to play a significant role in enhancing the carrier mobility of MOS-based thin-film transistors (TFTs) with high-k gate dielectrics. Typically, higher gate carrier concentration results in stronger gate screening effect, leading to increased carrier mobility in the channel layer. However, recent research has revealed a significant reduction in the […]

  • William Mong Distinguished Lecture: Communication Networks: From Stochastic Models, to Optimization to Machine Learning

    This lecture will briefly overview use of queueing and optimization models to engineer circuit (telephone) and packet-switching networks. It will highlight use of distributed optimization theory, based on which the well-known Transport Control Protocol (TCP) is shown to allocate communication bandwidth in a distributed and optimal way on the Internet. As for wireless networks, channel […]

  • Application of Functional Nanomaterials in Tumor Therapy

    Cancer is one of the most serious diseases that threaten human health. It is very urgent to develop advanced technology for cancer diagnosis and therapy. The traditional cancer therapy methods include operation, chemotherapy and radiotherapy etc, which suffer from long treatment period, drug resistance, big side effects. The newly developed minimally invasive treatment processes such […]

  • Bruce Lee-Inspired Fluid Antenna System for Extreme Massive Connectivity

    “Be formless … shapeless, like water!”, which were the words used by Bruce Lee, as he was revealing the philosophy of Jeet Kune Do, the martial arts system Lee founded in 1967. Many parallels can be drawn in wireless communications technologies where engineers have been seeking greater flexibility in using the spectral and energy resources […]

  • Visualization of interfacial electrochemistry using a glass pipette

    Electrocatalysis has never been more important than today, with electrochemistry finding renewed interest in the future of renewable energy. Conventional evaluation of nanoparticular catalysts are based on macroscopic measurement of the composite electrodes, where conductive agents and binders are integrated. Structural and compositional heterogeneity further obscures the definitive understanding of structure-activity relation. Therefore, investigation of […]

  • RPG Seminar – Unsupervised Domain Adaptation for 3D Object Detection from Point Cloud

    3D object detection aims to categorize and localize objects from 3D sensor data  with many applications in autonomous driving, robotics, virtual reality, etc. Recently, this field has obtained remarkable advancements driven by deep neural networks and large-scale human-annotated datasets. However, 3D detectors developed on one specific domain (i.e. source domain) might not generalize well to […]

  • RPG Seminar – Language-driven Open-vocabulary 3D Scene Understanding

    Open-vocabulary scene understanding aims to localize and recognize unseen categories beyond the annotated label space. The recent breakthrough of 2D open-vocabulary perception is largely driven by Internet-scale paired image-text data with rich vocabulary concepts. However, this success cannot be directly transferred to 3D scenarios. In this seminar, we will introduce the challenges faced in open-vocabulary […]

  • RPG Seminar – Direct Data-Driven Control Methods: From Linear Systems to Nonlinear Systems

    Data-driven control (DDC) is a control strategy that develops controllers from data for unknown systems, and it is increasingly popular in various research fields. DDC can be divided into indirect and direct approaches. The former uses data to identify system models and subsequently designs controllers based on those models, while the latter simplifies the process […]

  • RPG Seminar – Dynamic Sparse Dataflow Architecture for Event-based Vision Inference

    Event-based vision represents a paradigm shift in how vision information is captured and processed. By only responding to dynamic intensity changes in the scene, event-based sensing produces far less data than conventional frame-based cameras, promising to springboard a new generation of high-speed, low-power machines for edge intelligence. However, processing such dynamically sparse input originated from […]

  • RPG Seminar – Parallel imaging reconstruction using spatial nulling maps

    Parallel imaging is widely used in clinical MRI to accelerate data acquisition or correct artifacts through the use of multiple receiving coils where each coil exhibits a unique spatial coil sensitivity map. Parallel reconstruction using null operations (PRUNO) is a k-space reconstruction method where a k-space nulling system is derived using null-subspace bases of the […]

  • RPG Seminar – Pushing the limits of ultra-low-field MRI by dual-acquisition super-resolution

    Recent development of ultra-low-field (ULF) MRI presents opportunities for low-power, EMI shielding-free, and portable clinical applications of MRI. However, the imaging performance of these emerging ULF MRI scanners remains limited due to its three orders of magnitude weaker main magnetic field, resulting in the poor signal-to-noise ratio. Advancements in deep learning have opened new frontiers […]

  • RPG Seminar – Deep learning enabled fast 3D brain MRI at 0.055 tesla

    In recent years, there has been an intensive development of portable ultralow-field magnetic resonance imaging (MRI) for low-cost, shielding-free, and point-of-care applications. However, its quality is poor and scan time is long. We propose a fast acquisition and deep learning reconstruction framework to accelerate brain MRI at 0.055 tesla. The acquisition consists of a single […]

  • RPG Seminar – Modelling AC Loss in Superconductors via Integral Method

    Superconductors can potentially be used in electrical machines in future electric aircraft, since superconductors can increase the power density of electrical machines. When superconductors are carrying ac or are subject to an alternating magnetic field, they experience ac loss. AC loss affects the efficiency of the machines and the cooling power needed, which has implications […]

  • RPG Seminar – Internal Cross-layer Gradients for Extending Homogeneity to Heterogeneity in Federated Learning

    Federated learning (FL) inevitably confronts the challenge of system heterogeneity in practical scenarios. To enhance the capabilities of most model-homogeneous FL methods in handling system heterogeneity, we propose a training scheme that can extend their capabilities to cope with this challenge. In this seminar, we commence our study with a detailed exploration of homogeneous and […]

  • RPG Seminar – CL-NeRF: Continual Learning of Neural Radiance Fields for Evolving Scene Representation

    Existing methods for adapting Neural Radiance Fields (NeRFs) to scene changes require extensive data capture and model retraining, which is both time-consuming and labor-intensive. In this paper, we tackle the challenge of efficiently adapting NeRFs to real-world scene changes over time using a few new images while retaining the memory of unaltered areas, focusing on […]

  • RPG Seminar – Can 3D Vision-Language Models Truly Understand Natural Language?

    Rapid advancements in 3D vision-language (3D-VL) tasks, such as 3D Visual Question Answering (3D-VQA) and 3D Visual Grounding (3D-VG), have opened up new avenues for human interaction with embodied agents or robots using natural language. Despite this progress, we find a notable limitation: existing 3D-VL models exhibit heightened sensitivity to language input, struggling to handle […]

  • RPG Seminar – Video Demoireing with Relation-Based Temporal Consistency

    Moire patterns, appearing as color distortions, severely degrade the image and video qualities when filming a screen with digital cameras. Considering the increasing demands for capturing videos, we study how to remove such undesirable moire patterns in videos, namely video demoireing. To this end, we introduce the first hand-held video demoireing dataset with a dedicated […]

  • RPG Seminar – Single-pulse optogenetic perturbation of thalamo-cortical networks reveals rsfMRI architecture

    Resting-state fMRI (rsfMRI) has emerged as the most valuable, non-invasive imaging technique to map long-range, brain-wide functional connectivity networks. Recently, dynamic rsfMRI network segregation and integration have been shown to facilitate and modulate diverse cognitive functions. Such dynamics are structural-functional hierarchically organized and have been observed across a range of temporal scales, spanning from days […]

  • RPG Seminar – Neural computing in random resistive memory

    Arrays, graphs, and point sets are fundamental data organization forms in mathematics, with significant applications in scientific computing and engineering problems like signal processing, molecular discovery, and 3D vision. However, the progress of digital circuitry, limited by Moore's Law, has slowed down, impeding the advancement of these problems. The increasing data and computational demands have […]

  • RPG Seminar – Large-scale single-cell morphological profiling on a spinning arrayed optofluidic platform

    Morphological profiling in imaging microscopy can reveal biological cells characteristics. However, current image-based assay relays heavily on costly and extensive amount of fluorescent antibodies and is limited by the trade-off between the image resolution and scalability of the experiment. Therefore, here we presented a spinning arrayed optofluidic platform to achieve live cell, label free, large-scale […]