Truong Cong Thang
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View article: Expressive and Scalable Quantum Fusion for Multimodal Learning
Expressive and Scalable Quantum Fusion for Multimodal Learning Open
The aim of this paper is to introduce a quantum fusion mechanism for multimodal learning and to establish its theoretical and empirical potential. The proposed method, called the Quantum Fusion Layer (QFL), replaces classical fusion scheme…
View article: Hybrid Layer-Wise ANN-SNN With Surrogate Spike Encoding-Decoding Structure
Hybrid Layer-Wise ANN-SNN With Surrogate Spike Encoding-Decoding Structure Open
Spiking Neural Networks (SNNs) have gained significant traction in both computational neuroscience and artificial intelligence for their potential in energy-efficient computing. In contrast, artificial neural networks (ANNs) excel at gradi…
View article: Perceptual Quality Assessment for NeRF-Generated Scenes: A Training Reference Metric
Perceptual Quality Assessment for NeRF-Generated Scenes: A Training Reference Metric Open
Perceptual quality assessment is a key challenge in traditional image processing as well as emerging AI-based novel view synthesis methods such as neural radiation fields (NeRF). NeRF has revolutionized 3D scene reconstruction by leveragin…
View article: Subjective and Objective Quality Assessments of AI-Generated Images for Language E-Learning
Subjective and Objective Quality Assessments of AI-Generated Images for Language E-Learning Open
AI-generated images (AIGIs) are becoming popular and can be employed in many applications, owing to Generative AI (GAI). Researchers have developed models that can be used to generate images for different scenarios. In addition, researcher…
View article: Leveraging LLMs for COVID-19 Fake News Generation and Detection: A Comparative Analysis on Twitter Data
Leveraging LLMs for COVID-19 Fake News Generation and Detection: A Comparative Analysis on Twitter Data Open
The rapid spread of rumors on social media, especially during crises like the COVID-19 pandemic, highlights an urgent need for advanced tools to detect fake news. Large Language Models (LLMs), with their vast knowledge and emergent abiliti…
View article: Perceptual Image Quality Prediction: Are Contrastive Language–Image Pretraining (CLIP) Visual Features Effective?
Perceptual Image Quality Prediction: Are Contrastive Language–Image Pretraining (CLIP) Visual Features Effective? Open
In recent studies, the Contrastive Language–Image Pretraining (CLIP) model has showcased remarkable versatility in downstream tasks, ranging from image captioning and question-answering reasoning to image–text similarity rating, etc. In th…
View article: Visibility-aware 3D models transmission for virtual reality applications
Visibility-aware 3D models transmission for virtual reality applications Open
In this paper, we propose a visibility-aware 3D models transmission method for Virtual Reality applications. The proposed method dynamically adjusts the quality of individual models based on available network resource and their visibility …
View article: A Survey of Recent Advances in Quantum Generative Adversarial Networks
A Survey of Recent Advances in Quantum Generative Adversarial Networks Open
Quantum mechanics studies nature and its behavior at the scale of atoms and subatomic particles. By applying quantum mechanics, a lot of problems can be solved in a more convenient way thanks to its special quantum properties, such as supe…
View article: Joint Preloading and Bitrate Adaptation for Short Video Streaming
Joint Preloading and Bitrate Adaptation for Short Video Streaming Open
Short videos have become one of the most popular content mobile users consume nowadays. However, unlike traditional videos, users watch many short videos each time and frequently skip those not of their interest. Not taking into account th…
View article: QoE Models for Adaptive Streaming: A Comprehensive Evaluation
QoE Models for Adaptive Streaming: A Comprehensive Evaluation Open
Adaptive streaming has become a key technology for various multimedia services, such as online learning, mobile streaming, Internet TV, etc. However, because of throughput fluctuations, video quality may be dramatically varying during a st…
View article: An Evaluation of Hardware-Efficient Quantum Neural Networks for Image Data Classification
An Evaluation of Hardware-Efficient Quantum Neural Networks for Image Data Classification Open
Quantum computing is expected to fundamentally change computer systems in the future. Recently, a new research topic of quantum computing is the hybrid quantum–classical approach for machine learning, in which a parameterized quantum circu…
View article: Scalable Multicast for Live 360-Degree Video Streaming Over Mobile Networks
Scalable Multicast for Live 360-Degree Video Streaming Over Mobile Networks Open
Thanks to its ability to provide immersive experience to users, 360-degree video has become one of the key enablers of Virtual Reality. However, the huge data size of 360-degree video poses a challenging problem for live streaming of this …
View article: An Effective Foveated 360° Image Assessment Based on Graph Convolution Network
An Effective Foveated 360° Image Assessment Based on Graph Convolution Network Open
Virtual reality (VR) has been adopted in various fields such as entertainment, education, healthcare, and the military, due to its ability to provide an immersive experience to users. However, 360° images, one of the main components in VR …
View article: Cumulative Quality Modeling for HTTP Adaptive Streaming
Cumulative Quality Modeling for HTTP Adaptive Streaming Open
HTTP Adaptive Streaming has become the de facto choice for multimedia delivery. However, the quality of adaptive video streaming may fluctuate strongly during a session due to throughput fluctuations. So, it is important to evaluate the qu…
View article: Impact of Practical Skills on Academic Performance: A Data-Driven Analysis
Impact of Practical Skills on Academic Performance: A Data-Driven Analysis Open
Most academic courses in information and communication technology (ICT) or engineering disciplines are designed to improve practical skills; however, practical skills and theoretical knowledge are equally important to achieve high academic…
View article: A Study on Impacts of Multiple Factors on Video Qualify of Experience
A Study on Impacts of Multiple Factors on Video Qualify of Experience Open
HTTP Adaptive Streaming (HAS) has become a cost-effective means for multimedia delivery nowadays. However, how the quality of experience (QoE) is jointly affected by 1) varying perceptual quality and 2) interruptions is not well-understood…
View article: QoE-aware Bandwidth Allocation for Multiple Video Streaming Players over HTTP and SDN
QoE-aware Bandwidth Allocation for Multiple Video Streaming Players over HTTP and SDN Open
For many years, the most popular technique for Internet video streaming is hypertext transfer protocol-based adaptive streaming, known as HAS (HTTP Adaptive Streaming).However, a seamless viewing experience can not be just simply guarantee…
View article: A Weighted Viewport Quality Metric for Omnidirectional Images
A Weighted Viewport Quality Metric for Omnidirectional Images Open
Thanks to the ability to bring immersive experiences to users, Virtual Reality (VR) technologies have been gaining popularity in recent years. A key component in VR systems is omnidirectional content, which can provide 360-degree views of …
View article: A Subjective Study on User Perception Aspects in Virtual Reality
A Subjective Study on User Perception Aspects in Virtual Reality Open
Three hundred and sixty degree video is becoming more and more popular on the Internet. By using a Head-Mounted Display, 360-degree video can render a Virtual Reality (VR) environment. However, it is still a big challenge to understand Qua…
View article: Impacts of Retina-Related Zones on Quality Perception of Omnidirectional Image
Impacts of Retina-Related Zones on Quality Perception of Omnidirectional Image Open
Virtual Reality (VR), which brings immersive experiences to viewers, has been gaining popularity in recent years. A key feature in VR systems is the use of omnidirectional content, which provides 360-degree views of scenes. In this work, w…
View article: Adaptive Tiling Selection for Viewport Adaptive Streaming of 360-degree Video
Adaptive Tiling Selection for Viewport Adaptive Streaming of 360-degree Video Open
360-degree video is an important component of the emerging Virtual Reality. In this paper, we propose a new adaptation method for tiling-based viewport adaptive streaming of 360-degree video. The proposed method is able to dynamically sele…