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  1. No Access

    Article

    Agent-based crowd simulation: an in-depth survey of determining factors for heterogeneous behavior

    In recent years, the field of crowd simulation has experienced significant advancements, attributed in part to the improvement of hardware performance, coupled with a notable emphasis on agent-based characteri...

    Saba Khan, Zhigang Deng in The Visual Computer (2024)

  2. Article

    Open Access

    Noise4Denoise: Leveraging noise for unsupervised point cloud denoising

    Existing deep learning-based point cloud denoising methods are generally trained in a supervised manner that requires clean data as ground-truth labels. However, in practice, it is not always feasible to obtai...

    Weijia Wang, **ao Liu, Hailing Zhou, Lei Wei, Zhigang Deng in Computational Visual Media (2024)

  3. No Access

    Article

    Dual-stage temporal perception network for continuous sign language recognition

    Continuous sign language recognition (CSLR) aims to identify a sequence of glosses from a sign language video with only a sentence-level label provided in a weakly supervised way. In sign language videos, the ...

    Zhigang Huang, Wanli Xue, Yuxi Zhou, **lu Sun, Yazhou Wu in The Visual Computer (2024)

  4. No Access

    Article

    Masked self-supervised ECG representation learning via multiview information bottleneck

    In recent years, self-supervised learning-based models have been widely used for electrocardiogram (ECG) representation learning. However, most of the models utilize contrastive learning that strongly depend o...

    Shunxiang Yang, Cheng Lian, Zhigang Zeng, Bingrong Xu in Neural Computing and Applications (2024)

  5. No Access

    Article

    Multi-level relation learning for cross-domain few-shot hyperspectral image classification

    Cross-domain few-shot hyperspectral image classification focuses on learning prior knowledge from a large number of labeled samples from source domains and then transferring the knowledge to the tasks which co...

    Chun Liu, Longwei Yang, Zheng Li, Wei Yang, Zhigang Han in Applied Intelligence (2024)

  6. No Access

    Article

    Image-only place recognition based on regional aggregating ConvNet features for underground parking lots

    Place recognition searches the closest map node to the query node, which is an important task for vehicle localization. Traditional visual place recognition methods for underground parking lots require the dep...

    **anglong Wang, **nyuan Zhu, Zhongzhen Yan, Zhiwei Ye, Jiangyi Du in The Visual Computer (2024)

  7. No Access

    Chapter and Conference Paper

    DiffMoCa: Diffusion Model Based Multi-modality Cut and Paste

    The Multi-mOdality Cut and pAste (MoCa) method cuts data from other frames and pastes it onto the current training data frame to increase the number of training object samples. However, the samples used by MoC...

    Junjie Zhang, Shao** Wu, Junbin Gao, Fusheng Yu in Advances in Neural Networks – ISNN 2024 (2024)

  8. No Access

    Chapter and Conference Paper

    FlashViT: A Flash Vision Transformer with Large-Scale Token Merging for Congenital Heart Disease Detection

    Congenital heart disease (CHD) is the most common congenital malformation and imaging examination is an important means to diagnose it. Currently, deep learning-based methods have achieved remarkable results i...

    Lei Jiang, Junlong Cheng, Jilong Chen in Pattern Recognition and Computer Vision (2024)

  9. No Access

    Chapter and Conference Paper

    Industrial Noisy Speech Enhancement Using Joint Time-Frequency Loss Function Based on U-Net

    Single-channel speech enhancement research in complex industrial production environments is limited. Current methods, whether based on attention mechanisms or generative adversarial networks, primarily focus o...

    Rongxin Qin, Zhigang Lian in 6GN for Future Wireless Networks (2024)

  10. No Access

    Chapter and Conference Paper

    RTMDet-R2: An Improved Real-Time Rotated Object Detector

    Object detection in remote sensing images is challenging due to the absence of visible features and variations in object orientation. Efficient detection of objects in such images can be achieved using rotated...

    Haifeng **ang, Naifeng **g, Jianfei Jiang in Pattern Recognition and Computer Vision (2024)

  11. No Access

    Chapter and Conference Paper

    CSFuser: A Cascade Siamese Fusion Architecture for RGB-Infrared Object Detection

    RGB-Infrared multi-modal object detection harnesses diverse and complementary information from RGB and infrared images, offering significant advantages in intelligent transportation. The primary challenge lies...

    Ziyi Li, Gang Zhang, Zhigang Zeng, **aolin Hu in Advances in Neural Networks – ISNN 2024 (2024)

  12. No Access

    Article

    Learning facial expression-aware global-to-local representation for robust action unit detection

    The task of detecting facial action units (AU) often utilizes discrete expression categories, such as Angry, Disgust, and Happy, as auxiliary information to enhance performance. However, these categories are u...

    Rudong An, Aobo **, Wei Chen, Wei Zhang, Hao Zeng, Zhigang Deng in Applied Intelligence (2024)

  13. No Access

    Chapter and Conference Paper

    False Negative Sample Aware Negative Sampling for Recommendation

    Negative sampling plays a key role in implicit feedback collaborative filtering. It draws high-quality negative samples from a large number of uninteracted samples. Existing methods primarily focus on hard neg...

    Liguo Chen, Zhigang Gong, Hong **e in Advances in Knowledge Discovery and Data M… (2024)

  14. No Access

    Chapter and Conference Paper

    Parking Space Matching and Path Planning Based on Wolf Feeding Decision Algorithm in Large Underground Garage

    As cities grow, the number of complex underground parking garages with multiple entrances and exits is increasing. Randomly assigning parking spaces can lead to longer wait times for car owners during the park...

    Nan Dou, Zhigang Lian, Chunlei Guo in 6GN for Future Wireless Networks (2024)

  15. No Access

    Chapter and Conference Paper

    Improved Sparrow Search Algorithm Optimized Neural Network Analysis of Traffic Congestion

    Accurate traffic congestion prediction is of great significance for applications such as traffic control and route optimization. However, the traffic situation is affected by many complex factors, and the trad...

    Lu Banban, Lian Zhigang in 6GN for Future Wireless Networks (2024)

  16. Article

    Open Access

    Fuzzy-based indoor scene modeling with differentiated examples

    Well-designed indoor scenes incorporate interior design knowledge, which has been an essential prior for most indoor scene modeling methods. However, the layout qualities of indoor scene datasets are often une...

    Qiang Fu, Shuhan He, Hongbo Fu, Xueming Li, Zhigang Deng in Computational Visual Media (2023)

  17. No Access

    Article

    AMGAN: An Attribute-Matched Generative Adversarial Network for UAV Virtual Sample Generation

    The recognition and detection of unmanned aerial vehicles (UAV) usually face the difficulty of insufficient samples. Given a limited number of real UAV images, it is a challenging task to generate virtual UAV ...

    Zhigang Yang, **nbo Jia, Yahui Shen, Yuanlan Yang, Huiyang Li in Neural Processing Letters (2023)

  18. No Access

    Article

    Data representation learning via dictionary learning and self-representation

    Dictionary learning is an effective feature learning method, leading to many remarkable results in data representation and classification tasks. However, dictionary learning is performed on the original data r...

    Deyu Zeng, **g Sun, Zongze Wu, Chris Ding, Zhigang Ren in Applied Intelligence (2023)

  19. No Access

    Article

    Graph-aware transformer for skeleton-based action recognition

    Recently, graph convolutional networks (GCNs) play a critical role in skeleton-based human action recognition. However, most GCN-based methods still have two main limitations: (1) The semantic-level adjacency ...

    Jiaxu Zhang, Wei **e, Chao Wang, Ruide Tu, Zhigang Tu in The Visual Computer (2023)

  20. No Access

    Article

    Novel fixed-time stability criteria of nonlinear systems and applications in fuzzy competitive neural network and Chua’s oscillator

    Since the fixed-time stability forms of nonlinear systems satisfy strict conditions, there are few general forms for nonlinear systems to achieve fixed-time stability. This work proposes a new class of more ge...

    Fangmin Ren, ** Wang, Zhigang Zeng in Neural Computing and Applications (2023)

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