Richard Jiang
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View article: Interface design and interaction optimization for spatial computing 3D content creation and immersive environment generation using Apple Vision Pro
Interface design and interaction optimization for spatial computing 3D content creation and immersive environment generation using Apple Vision Pro Open
Traditional 3D content creation paradigms present significant barriers to meaningful creative expression in XR environments, limiting designers' ability to iterate fluidly between conceptual thinking and spatial implementation. Current too…
View article: A man–vehicle e-passport system using biometric blockchain for automated border control
A man–vehicle e-passport system using biometric blockchain for automated border control Open
Since the mid-1990s, the evolution of internet technologies has significantly transformed global connectivity and digital interaction. Today, advances in computing and networking continue to support the development of emerging paradigms su…
View article: ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Open
Melanoma is a malignant tumor that originates from skin cell lesions. Accurate and efficient segmentation of skin lesions is essential for quantitative analysis but remains a challenge due to blurred lesion boundaries, gradual color change…
View article: Multi-Armed Bandit Approach for Optimizing Training on Synthetic Data
Multi-Armed Bandit Approach for Optimizing Training on Synthetic Data Open
Supervised machine learning methods require large-scale training datasets to perform well in practice. Synthetic data has been showing great progress recently and has been used as a complement to real data. However, there is yet a great ur…
View article: Bioengineering vascularization
Bioengineering vascularization Open
This Review explores the rapidly evolving field of bioengineered vasculature, a key area of focus in tissue engineering and regenerative medicine. The broad relevance of this topic is attributed to its impacts on a wide range of biological…
View article: Endothelial extracellular vesicles enhance vascular self-assembly in engineered human cardiac tissues
Endothelial extracellular vesicles enhance vascular self-assembly in engineered human cardiac tissues Open
The fabrication of complex and stable vasculature in engineered cardiac tissues represents a significant hurdle towards building physiologically relevant models of the heart. Here, we implemented a 3D model of cardiac vasculogenesis, incor…
View article: DRPO: A deep learning technique for drug response prediction in oncology cell lines
DRPO: A deep learning technique for drug response prediction in oncology cell lines Open
With the invention of high-throughput screening technologies, innumerable drug sensitivity data for thousands of cancer cell lines and hundreds of compounds have been produced. Computational analysis of these data has opened a new horizon …
View article: Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions
Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions Open
Understanding black box models has become paramount as systems based on opaque Artificial Intelligence (AI) continue to flourish in diverse real-world applications. In response, Explainable AI (XAI) has emerged as a field of research with …
View article: Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Brain
Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Brain Open
The intersection of Artificial Intelligence (AI) and neuroscience in Explainable AI (XAI) is pivotal for enhancing transparency and interpretability in complex decision-making processes. This paper explores the evolution of XAI methodologi…
View article: Reconstructing the Invisible: Video Frame Restoration through Siamese Masked Conditional Variational Autoencoder
Reconstructing the Invisible: Video Frame Restoration through Siamese Masked Conditional Variational Autoencoder Open
In the domain of computer vision, the restoration of missing information in video frames is a critical challenge, particularly in applications such as autonomous driving and surveillance systems. This paper introduces the Siamese Masked Co…
View article: Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs
Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs Open
The integration of machine learning in medicine has significantly improved diagnostic precision, particularly in the interpretation of complex structures like the human brain. Diagnosing challenging conditions such as Alzheimer's disease h…
View article: On Neuron Activation Pattern and Applications
On Neuron Activation Pattern and Applications Open
As various deep learning applications have been deployed in diverse areas, the explainability of neural networks is becoming increasingly important in the research field. Besides being desirable on its own account, explainability also ofte…
View article: Marine Debris Detection in Satellite Surveillance Using Attention Mechanisms
Marine Debris Detection in Satellite Surveillance Using Attention Mechanisms Open
Marine debris poses a critical threat to environmental ecosystems, necessitating effective methods for its detection and localization. This study addresses the existing limitations in the literature by proposing an innovative approach that…
View article: Hyper-Dense_Lung_Seg: Multimodal-Fusion-Based Modified U-Net for Lung Tumour Segmentation Using Multimodality of CT-PET Scans
Hyper-Dense_Lung_Seg: Multimodal-Fusion-Based Modified U-Net for Lung Tumour Segmentation Using Multimodality of CT-PET Scans Open
The majority of cancer-related deaths globally are due to lung cancer, which also has the second-highest mortality rate. The segmentation of lung tumours, treatment evaluation, and tumour stage classification have become significantly more…
View article: Advances in cardiac tissue engineering and heart‐on‐a‐chip
Advances in cardiac tissue engineering and heart‐on‐a‐chip Open
Recent advances in both cardiac tissue engineering and hearts‐on‐a‐chip are grounded in new biomaterial development as well as the employment of innovative fabrication techniques that enable precise control of the mechanical, electrical, a…
View article: Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Open
As systems based on opaque Artificial Intelligence (AI) continue to flourish in diverse real-world applications, understanding these black box models has become paramount. In response, Explainable AI (XAI) has emerged as a field of researc…
View article: User-Centric Democratization towards Social Value Aligned Medical AI Services
User-Centric Democratization towards Social Value Aligned Medical AI Services Open
Democratic AI, aiming at developing AI systems aligned with human values, holds promise for making AI services accessible to people. However, concerns have been raised regarding the participation of non-technical individuals, potentially u…
View article: DRPO: A Deep Learning Technique for Drug Response Prediction in Oncology Cell Lines
DRPO: A Deep Learning Technique for Drug Response Prediction in Oncology Cell Lines Open
With the invention of high-throughput screening technolo- gies, innumerable drug sensitivity data for thousands of can- cer cell lines and hundreds of compounds have been pro- duced. Computational analysis of these data has opened a new ho…
View article: Marine Debris Detection in Satellite Surveillance using Attention Mechanisms
Marine Debris Detection in Satellite Surveillance using Attention Mechanisms Open
Marine debris is an important issue for environmental protection, but current methods for locating marine debris are yet limited. In order to achieve higher efficiency and wider applicability in the localization of Marine debris, this stud…
View article: Medical Report Generation and Chatbot for COVID_19 Diagnosis Using Open-AI
Medical Report Generation and Chatbot for COVID_19 Diagnosis Using Open-AI Open
The novel corona_virus (COVID_19) is an infectious disease have catastrophic impact on health and spread across the world. A crucial step in COVID-19 detection is to develop an automated and efficient classification system so that prompt t…
View article: 3D Quantum-inspired Self-supervised Tensor Network for Volumetric Segmentation of Medical Images
3D Quantum-inspired Self-supervised Tensor Network for Volumetric Segmentation of Medical Images Open
This paper introduces a novel shallow 3D self-supervised tensor neural network for volumetric segmentation of medical images with merits of obviating training and supervision. The proposed network is referred to as 3D Quantum-inspired Self…
View article: On Explaining Neural Network Robustness with Activation Path
On Explaining Neural Network Robustness with Activation Path Open
ICLR submission. This work is supported in part by the Huawei Technologies Co., Ltd under Grant HIRP2019041002010, the Horizon Europe: European Lighthouse on Secure and Safe AI – ELSA, the UK EPSRC under Grant EP/P009727/1, and the Leverhu…
View article: On Explaining Neural Network Robustness with Activation Path
On Explaining Neural Network Robustness with Activation Path Open
ICLR submission. This work is supported in part by the Huawei Technologies Co., Ltd under Grant HIRP2019041002010, the Horizon Europe: European Lighthouse on Secure and Safe AI – ELSA, the UK EPSRC under Grant EP/P009727/1, and the Leverhu…
View article: Dual-Domain Diffusion based Progressive Style Rendering Towards Semantic Structure Preservation
Dual-Domain Diffusion based Progressive Style Rendering Towards Semantic Structure Preservation Open
ICLR 2023 Submission
View article: Dual-Domain Diffusion based Progressive Style Rendering Towards Semantic Structure Preservation
Dual-Domain Diffusion based Progressive Style Rendering Towards Semantic Structure Preservation Open
ICLR 2023 Submission
View article: Quantum Graph Neural Networks on a Single Qubit
Quantum Graph Neural Networks on a Single Qubit Open
A novel QNN method is presented.