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Heterogeneous Pairwise-Semantic Enhancement Hashing for Large-Scale Cross-Modal Retrieval

IEEE Transactions on Multimedia 2025年 27卷 3238-3250页

作者： Wong, Wai Keung Fei, Lunke Qin, Jianyang Zhao, Shuping Wen, Jie He, Zhihao The Hong Kong Polytechnic University School of Fashion and Textiles Laboratory for Artificial Intelligence in Design Hong Kong Guangdong University of Technology School of Computer Science and Technology Guangzhou510006 China School of Computer Science and Technology Shenzhen518055 China

Cross-modal hash learning has drawn widespread attention for large-scale multimodal retrieval because of its stability and efficiency in approximate similarity searches. However, most existing cross-modal hashing approaches employ discrete label-guided information to coarsely reflect intra- and intermodality correlations, making them less effective to measuring the semantic similarity of data with multiple modalities. In this paper, we propose a new heterogeneous pairwise-semantic enhancement hashing (HPsEH) for large-scale cross-modal retrieval by distilling higher-level pairwise-semantic similarity from supervision information. First, we adopt a supervised self-expression to learn a data-specific quantified semantic matrix, which uses real values to measure both the similarity and dissimilarity ranks of paired instances, such that the intrinsic semantics of the data can be well captured. Then, we fuse the label-based information and quantified semantic similarity to collaboratively learn the hash codes of multimodal data, such that both the intermodality consistency and modality-specific features can be simultaneously obtained during hash code learning. Moreover, we employ effective iterative optimization to address the discrete binary solution and massive pairwise matrix calculation, making the HPsEH scalable to large-scale datasets. Extensive experimental results on three widely used datasets demonstrate the superiority of our proposed HPsEH method over most state-of-the art approaches. © 1999-2012 IEEE.

关键词： Semantics

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SHEDDING LIGHT ON INDUSTRIAL design. EDUCATING PRODUCT DEVELOPERS FOR A SUSTAINABLE FUTURE IN design AND ENGINEERING EDUCATION 24

SHEDDING LIGHT ON INDUSTRIAL DESIGN. EDUCATING PRODUCT DEVEL...

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24th International Conference on Engineering and Product design Education: Disrupt, Innovate, Regenerate and Transform, E and PDE 2022

作者： Luccarelli, Martin School of Textiles & Design Reutlingen University Germany

ISBN: (纸本)9781912254163

A premise guaranteeing the successful interdisciplinary teamwork in product design is a mutual understanding of both professional and academic communities of the different design expertise and the role they play in the process. It appears that the open compound word industrial design is open to interpretation in European education. This ambiguity had a negative impact on the labour policies of some European countries, which have labelled some professions with incorrect names. Therefore, this terminological inconsistency urges for clarification within the design community. This work analyses the term industrial design, it presents historical developments in European industrial design education, in particular in Germany and in the Netherlands, and discusses how the education to the industrial design profession was positioned towards product development. This paper suggests that the causes for the observed lack of clarity about the meaning of the term industrial design are of an etymological and disciplinary kind. In order to act as a bridge between the professional and academic communities, universities should create the premises for interdisciplinary collaboration between designers and engineers through standardized communication, ultimately contributing for a sustainable future in both design and engineering education. © Proceedings of the 24th International Conference on Engineering and Product design Education: Disrupt, Innovate, Regenerate and Transform, E and PDE 2022. All rights reserved.

关键词： Product design

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Breast Anthropometry Measurements of Chinese Adolescent Girls for Sports Bra design 17

Breast Anthropometry Measurements of Chinese Adolescent Girl...

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17th Textile Bioengineering and Informatics Symposium, TBIS 2024

作者： Kwan, Mei-Ying Yick, Kit-Lun Yip, Joanne Li, Nga-Wun Yu, Annie Lo, Ka-Wai School of Fashion and Textiles The Hong Kong Polytechnic University Hong Kong Faculty of Design Architecture and Building University of Technology Sydney Australia

ISBN: (纸本)9798331306809

Breast measurement is one of the most challenging aspects of anthropometric studies. Considering the specific breast shapes and needs of adolescent girls, the purpose of this study is to investigate breast anthropometry measurements and perceptions of bra design in adolescent girls. 23 adolescent girls aged 10 to 14 were invited to participate in the survey to understand their knowledge level of bra-related issues, and 7 adolescent girls with bra sizes of 30AA to 32A were invited for wear trials. Five bra conditions were introduced, and 3D scanning, and questionnaires were conducted to obtain seven breast measurements and understand their preferences for bra design. Results showed that only 8.70% of respondents had experienced bra fitting, and less than half knew how to determine bra size, highlighting an education gap on this important topic. The upper bust measurement was significantly correlated with the level of "coolness" (r = -0.395 and p = 0.038), and the under bust measurement was correlated with the level of "comfort" (r = -0.441 and p = 0.019). This implies that fabrics with higher air permeability and water vapour transmission rate are required in the upper breast region, and a highly stretchable underband is preferred to comfortably fit the rapidly growing body during adolescence. These results highlight the need to design sports bras specifically for adolescents and provide bra designers with important information about the bra design features and dimensions required for optimal wear comfort during physical activities. © TBIS 2024.

关键词： Air permeability

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Electrospun radially oriented berberine-PHBV nanofiber dressing patches for accelerating diabetic wound healing

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Regenerative Biomaterials 2024年第5期3卷 135-148页

作者： Qiuyu Wang Sai Zhang Jiayi Jiang Shaojuan Chen Seeram Ramakrishna Wenwen Zhao Fan Yang Shaohua Wu College of Textiles&Clothing Qingdao UniversityQingdao 266071China College of Textile and Clothing Dezhou UniversityDezhou 253023China State Key Laboratory of Bio-Fibers and Eco-Textiles Qingdao UniversityQingdao 266071China Department of Mechanical Engineering Center for Nanotechnology&SustainabilityCollege of Design and EngineeringNational University of SingaporeSingapore 117576Singapore School of Basic Medicine Qingdao UniversityQingdao 266071China

A dressing patch made of radially oriented poly(3-hydroxybutyrateco-3-hydroxyvalerate)(PHBV)nanofibers was successfully manufactured with a modified electrospinning *** aselectrospun PHBV radially oriented nanofiber dressing patch exhibited uniform and bead-free nanofibrous morphology and innovative radially oriented arrangement,which was demonstrated to possess obviously improved mechanical property,increased surface hydrophilicity and enhanced biological properties compared to the PHBV nanofiber dressing patch control with traditionally randomly oriented ***,it was found that the radially oriented pattern could induce the cell migration from the periphery to the center along the radially oriented nanofibers in a rapid *** further improve the biofunction of PHBV radially oriented nanofiber dressing patch,berberine(Beri,an isoquinoline alkaloid)with two different concentrations were encapsulated into PHBV nanofibers during electrospinning,which were found to present a sustained drug release behavior for nearly one ***,the addition of Beri could impart the dressing patch with excellent anti-inflammatory property by significantly inhibiting the secretion of pro-inflammatory factors of M1 macrophages,and also showed an additive influence on promoting the proliferation of human dermal fibroblasts(HDFs),as well as inhibiting the growth of ***,*** and ***,compared with the Beri-free dressing *** the animal studies,the electrospun PHBV radially oriented nanofiber dressing patch loading with high Beri content was found to obviously accelerate the healing process of diabetic mouse full-thickness skin wound with shortened healing time(100%wound closure rate after 18 days’treatment)and improved healing quality(improved collagen deposition,enhanced re-epithelialization and neovascularization and increased hair follicles).In all,this study reported an innovative therapeutic strategy integrating the excellent phys

关键词： electrospinning radial alignment drug delivery wound dressing diabetic wound

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An Investigation into Emotional Engagement of Holography for Museum Display

An Investigation into Emotional Engagement of Holography for...

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International Workshop on Holography and Related Technologies, IWH 2022 and 2023

作者： Xu, Zhan Wang, Shuo Sun, Danmei Xia, Guobin School of Textiles and Design Heriot-Watt University United Kingdom Holographic Arts Centre Beijing Institute of Graphic Communication China School of Engineering University of Liverpool United Kingdom

ISBN: (数字)9781510674530

ISBN: (纸本)9781510674523

This study delves into the emotional engagement elicited by displaying holograms in museum settings, offering a comprehensive analysis of visitors' emotional responses and the technological features that influence them. Utilising a qualitative approach complemented by a TF-IDF analysis, the research gathered data from diverse participants who experienced holographic exhibits. The study revealed a range of emotional responses, with 'Curiosity' and 'Amazement' being predominant, signifying the ability of the display of holograms to enhance visitor engagement and learning experiences significantly. Key technological aspects of holography, such as display method, colour, and threedimensionality, were crucial in eliciting strong emotional responses and deepening understanding of the exhibit content. The study also highlighted the long-term impact of these experiences, suggesting that the display of holograms can leave a lasting impression and foster sustained interest in museum visits. This study enriches the field of museology by shedding light on the emotional dimensions of visitor interactions with holographic technology. The findings reveal the significant potential of holography to deepen visitor engagement, suggesting that, when effectively implemented, the display of holograms can significantly elevate the museum experience. This research highlights the importance of understanding and catering to visitors' emotional and experiential needs in the evolving landscape of museum exhibit design. © 2024 SPIE.

关键词： Holograms

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Artificial Intelligence Painting: A New Efficient Tool and Skill for Art Therapy

Artificial Intelligence Painting: A New Efficient Tool and S...

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2023 International Symposium on World Ecological design, ISWED 2023

作者： Zhang, Ruizhi Zeng, Binwen Yi, Wang Fan, Zhenni School of Textiles and Clothing Xinjiang University China School of Art and Design Guangzhou City Construction College China Shanghai Academy of Fine Art Shang Hai University China

ISBN: (纸本)9781643685069

Since the 1950s, a significant number of clinical cases have confirmed the effectiveness of art in rehabilitation therapy and psychological interventions. With the advancement of artificial intelligence technology, AI painting software based on the Stable Diffusion algorithm model enables image creation through prompts and feedback. Therefore, whether AI painting software can positively impact human emotions becomes a critical factor for its application in art therapy. This study tracks and measures the emotional changes in patients before and after using the AI painting software Stable Diffusion WebUI using emotional vocabulary measurement methods. According to the experimental data of this project, artificial intelligence painting can leave a positive impression on human emotions. This result opens a new window for the integration of artificial intelligence with art therapy research. On one hand, it allows for the in-depth development of guided artificial intelligence painting software specifically designed as a dedicated tool for art therapy - a form of AI software for artistic healing. On the other hand, it encourages further research into the effectiveness of traditional painting versus AI-assisted painting in art therapy, aiming to explore the underlying principles and mechanisms of art therapy. © 2024 The Authors.

关键词： Artificial intelligence

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A study of new washing machine for the care of delicate garments by testing on wool and silk fabrics (Dec, 10.1080/00405000.2023.2280273, 2023)

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JOURNAL OF THE TEXTILE INSTITUTE 2024年第12期115卷 2715-2717页

作者： Zhao, Xin Shen, Jinsong Ding, Xuemei College of Fashion and Design Donghua University Shanghai PR China Key Laboratory of Clothing De Sign and Technology (Donghua University) Ministry of Education Shanghai PR China Textile Engineering and Materials Research Group School of Fashion and Textiles De Montfort University Leicester UK

There is an increasing demand for gentle laundry and care of the delicate and high-end garments for maintaining their performance and appearance during the use. A tapping washing system was designed for the care of delicate garments. Adjustable and steady up-down tapping force was applied on fabrics or garments during laundry through the centric slider-crank mechanism with control parameters, such as the magnitude and frequency of the tapping force, washing temperature and duration, etc. By comparing with traditional drum rotation washing on wool and silk fabrics, the tapping washing method could prevent felting shrinkage of wool fabrics and crease of silk fabrics, and maintain their good appearance, although the washing efficiency for the removal of soils from garments needs to be further explored. The newly designed prototype of the tapping washing device could be the foundation for future research on gentle washing without the movement of fabrics but circulation of detergent washing solution during tapping action on the fabrics.

关键词： Tapping washing system delicate garments performance of washing wool silk

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3D Printed Flexible Materials with Novel Cellular Structures for Protective Clothing 16

3D Printed Flexible Materials with Novel Cellular Structures...

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16th Textile Bioengineering and Informatics Symposium, TBIS 2023

作者： Channa, Saadullah Sun, Danmei Stylios, George School of Textiles and Design Heriot-Watt University Nether Rd Scotland GalashielsTD13HF United Kingdom

ISBN: (纸本)9781713879473

In this study two different types of flexible pads with novel cellular structures, i.e., honeycomb and re-entrant honeycomb were designed and additively manufactured by a stereolithography (SLA) 3D printer using two different types of flexible photo-curable resin materials. The low-velocity impact resistance capacity and compressive properties of both structures were experimentally investigated. The dynamic impact test results showed that the pad with re-entrant honeycomb cellular structure experienced reduced peak impact force of 2.73 N and 2.64 N for both resin materials. Moreover, the predicted response of finite element (FE) model was highly correlated with the experimental results. The results of compression test exhibited excellent energy absorption under wide displacement range for both structures. It is believed both pads with uniquely designed cellular structures have the potential to be used for protective materials against low-velocity impact for preventing sports injuries. © TBIS 2023. All rights reserved.

关键词： Finite element method

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Graph-Based Group Division Network for Referring Expression Comprehension

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IEEE Transactions on Circuits and Systems for Video Technology 2025年第6期35卷 6170-6183页

作者： Ke, Jingcheng Wang, Jia Wong, Waikeung Toomey, Anne Wen, Jie Guangdong University of Technology School of Computer Science and Technology Guangzhou523083 China Guangdong Pharmaceutical University College of Medical Information Engineering Guangdong Guangzhou510006 China The Hong Kong Polytechnic University School of Fashion and Textiles Hong Kong Hong Kong Laboratory for Artificial Intelligence in Design Hong Kong Royal College of Art School of Design LondonSW7 2EU United Kingdom Harbin Institute of Technology School of Computer Science and Technology Shenzhen518055 China

Referring expression comprehension (REC) aims at locating the target object described by an expression. We observe that most of the graph-based REC methods only focus on establishing relations between all objects in an image and the given expression during the graph construction while ignoring the relationships between objects in the same category. As a result, these methods are sub-optimal in locating the target object described by the expression, particularly when the target object is surrounded by objects of similar categories. Meanwhile, during reasoning, numerous irrelevant objects are considered for expression, which will introduce significant harmful noise. To address these issues, this paper proposes a new graph-based group division network (GBGDN). Different from the existing works, our work partitions the constructed graphs into several sub-graphs based on the categories of objects and expressions. In each sub-graph, the common visual features of objects will be strengthened through a feature enhancement strategy. Subsequently, the enhanced sub-graphs and expressions undergo joint processing via a filtering-based reasoning module designed to reduce the influence of unrelated nodes in each sub-graph, facilitating more accurate reasoning and matching. Experimental results across various datasets, including RefCOCO /+/g, Flickr30K Entities, RefClef, and Ref-reasoning, showcase the superiority of our proposed method over existing approaches. Most importantly, our method does not need pre-training. © 1991-2012 IEEE.

关键词： Graph theory

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Skin-Friendly Large Matrix Iontronic Sensing Meta-Fabric for Spasticity Visualization and Rehabilitation Training via Piezo-Ionic Dynamics

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Nano-Micro Letters 2025年第4期17卷 291-307页

作者： Ruidong Xu Tong Xu Minghua She Xinran Ji Ganghua Li Shijin Zhang Xinwei Zhang Hong Liu Bin Sun Guozhen Shen Mingwei Tian Research Center for Intelligent and Wearable Technology College of Textiles and ClothingState Key Laboratory of Bio-Fibers and Eco-TextilesHealth&Protective Smart Textile Research Center of QingdaoQingdao UniversityQingdao 266071People’s Republic of China Academy of Arts&Design of Qingdao University Qingdao 266071People’s Republic of China College of Electronics and Information Qingdao UniversityQingdao 266071People’s Republic of China School of Integrated Circuits and Electronics Beijing Institute of TechnologyBeijing 100081People’s Republic of China

Rehabilitation training is believed to be an effectual strategy that canreduce the risk of dysfunction caused by ***,achieving visualizationrehabilitation training for patients remains clinically ***,wepropose visual rehabilitation training system including iontronic meta-fabrics withskin-friendly and large matrix features,as well as high-resolution image modules fordistribution of human muscle *** to the dynamic connection and dissociationof the meta-fabric,the fabric exhibits outstanding tactile sensing properties,such as wide tactile sensing range(0~300 kPa)and high-resolution tactile perception(50 Pa or 0.058%).Meanwhile,thanks to the differential capillary effect,the meta-fabric exhibits a“hitting three birds with one stone”property(dryness wearing experience,long working time and cooling sensing).Based on this,the fabrics can be integrated with garmentsand advanced data analysis systems to manufacture a series of large matrix structure(40×40,1600 sensing units)training ***,the tunability of piezo-ionic dynamics of the meta-fabric and the programmability of high-resolution imaging modules allowthis visualization training strategy extendable to various common disease ***,we believe that our study overcomes theconstraint of standard spasticity rehabilitation training devices in terms of visual display and paves the way for future smart healthcare.

关键词： Skin-friendly Large matrix Iontronic meta-fabric Spasticity visualization rehabilitation training

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