Search Results - "Lyu, Siwei"

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  1. 1

    DeepFake the menace: mitigating the negative impacts of AI-generated content by Lyu, Siwei

    “…Purpose Recent years have witnessed an unexpected and astonishing rise of AI-generated (AIGC), thanks to the rapid advancement of technology and the…”
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    Journal Article
  2. 2

    Region Duplication Detection Using Image Feature Matching by Pan, Xunyu, Lyu, Siwei

    “…Region duplication is a simple and effective operation to create digital image forgeries, where a continuous portion of pixels in an image, after possible…”
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    Journal Article
  3. 3

    Anti-Forensics for Face Swapping Videos via Adversarial Training by Ding, Feng, Zhu, Guopu, Li, Yingcan, Zhang, Xinpeng, Atrey, Pradeep K., Lyu, Siwei

    Published in IEEE transactions on multimedia (2022)
    “…Generating falsified faces by artificial intelligence, widely known as DeepFake, has attracted attention worldwide since 2017. Given the potential threat…”
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    Journal Article
  4. 4

    ML-MG: Multi-label Learning with Missing Labels Using a Mixed Graph by Baoyuan Wu, Siwei Lyu, Ghanem, Bernard

    “…This work focuses on the problem of multi-label learning with missing labels (MLML), which aims to label each test instance with multiple class labels given…”
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    Conference Proceeding Journal Article
  5. 5

    Modeling Multiscale Subbands of Photographic Images with Fields of Gaussian Scale Mixtures by Siwei Lyu, Simoncelli, E.P.

    “…The local statistical properties of photographic images, when represented in a multi-scale basis, have been described using Gaussian scale mixtures. Here, we…”
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    Journal Article
  6. 6

    Nonlinear image representation using divisive normalization by Siwei Lyu, Simoncelli, Eero P.

    “…In this paper, we describe a nonlinear image representation based on divisive normalization that is designed to match the statistical properties of…”
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    Conference Proceeding
  7. 7

    Exploiting Hierarchical Dense Structures on Hypergraphs for Multi-Object Tracking by Longyin Wen, Zhen Lei, Siwei Lyu, Li, Stan Z., Ming-Hsuan Yang

    “…Most multi-object tracking algorithms are developed within the tracking-by-detection framework that consider the pairwise appearance similarities between…”
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    Journal Article
  8. 8

    Online Deformable Object Tracking Based on Structure-Aware Hyper-Graph by Du, Dawei, Qi, Honggang, Li, Wenbo, Wen, Longyin, Huang, Qingming, Lyu, Siwei

    Published in IEEE transactions on image processing (01-08-2016)
    “…Recent advances in online visual tracking focus on designing part-based model to handle the deformation and occlusion challenges. However, previous methods…”
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    Journal Article
  9. 9

    Detection, Tracking, and Counting Meets Drones in Crowds: A Benchmark by Wen, Longyin, Du, Dawei, Zhu, Pengfei, Hu, Qinghua, Wang, Qilong, Bo, Liefeng, Lyu, Siwei

    “…To promote the developments of object detection, tracking and counting algorithms in drone-captured videos, we construct a benchmark with a new drone-captured…”
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    Conference Proceeding
  10. 10

    Robust Attentive Deep Neural Network for Detecting GAN-Generated Faces by Guo, Hui, Hu, Shu, Wang, Xin, Chang, Ming-Ching, Lyu, Siwei

    Published in IEEE access (2022)
    “…Generative Adversarial Network (GAN) based techniques can generate and synthesize realistic faces that cause profound social concerns and security problems…”
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    Journal Article
  11. 11

    How realistic is photorealistic? by Lyu, S., Farid, H.

    Published in IEEE transactions on signal processing (01-02-2005)
    “…Computer graphics rendering software is capable of generating highly photorealistic images that can be impossible to differentiate from photographic images. As…”
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    Journal Article
  12. 12

    Adaptive RNN Tree for Large-Scale Human Action Recognition by Wenbo Li, Longyin Wen, Ming-Ching Chang, Ser Nam Lim, Siwei Lyu

    “…In this work, we present the RNN Tree (RNN-T), an adaptive learning framework for skeleton based human action recognition. Our method categorizes action…”
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    Conference Proceeding
  13. 13

    Simultaneous Clustering and Tracklet Linking for Multi-face Tracking in Videos by Wu, Baoyuan, Lyu, Siwei, Hu, Bao-Gang, Ji, Qiang

    “…We describe a novel method that simultaneously clusters and associates short sequences of detected faces (termed as face track lets) in videos. The rationale…”
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    Conference Proceeding Journal Article
  14. 14

    Iterative Graph Seeking for Object Tracking by Du, Dawei, Wen, Longyin, Qi, Honggang, Huang, Qingming, Tian, Qi, Lyu, Siwei

    Published in IEEE transactions on image processing (01-04-2018)
    “…To effectively solve the challenges in object tracking, such as large deformation and severe occlusion, many existing methods use graph-based models to capture…”
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    Journal Article
  15. 15

    Deep Constrained Low-Rank Subspace Learning for Multi-View Semi-Supervised Classification by Xue, Zhe, Du, Junping, Du, Dawei, Li, Guorong, Huang, Qingming, Lyu, Siwei

    Published in IEEE signal processing letters (01-08-2019)
    “…Semi-supervised classification receives increasing interests because it can predict class labels based on both limited labeled and sufficient unlabeled data…”
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    Journal Article
  16. 16

    In Ictu Oculi: Exposing AI Created Fake Videos by Detecting Eye Blinking by Li, Yuezun, Chang, Ming-Ching, Lyu, Siwei

    “…The new developments in deep generative networks have significantly improve the quality and efficiency in generating realistically-looking fake face videos. In…”
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    Conference Proceeding
  17. 17

    Geometric Hypergraph Learning for Visual Tracking by Du, Dawei, Qi, Honggang, Wen, Longyin, Tian, Qi, Huang, Qingming, Lyu, Siwei

    Published in IEEE transactions on cybernetics (01-12-2017)
    “…Graph-based representation is widely used in visual tracking field by finding correct correspondences between target parts in different frames. However, most…”
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    Journal Article
  18. 18

    Detecting image region duplication using SIFT features by Xunyu Pan, Siwei Lyu

    “…Region duplication is a common form of image manipulation where part of an image is pasted to another location to conceal undesirable contents. Most existing…”
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    Conference Proceeding
  19. 19

    Category-Blind Human Action Recognition: A Practical Recognition System by Li, Wenbo, Wen, Longyin, Chuah, Mooi Choo, Lyu, Siwei

    “…Existing human action recognition systems for 3D sequences obtained from the depth camera are designed to cope with only one action category, either…”
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    Conference Proceeding Journal Article
  20. 20

    Stochastic AUC Optimization Algorithms With Linear Convergence by Natole, Michael, Ying, Yiming, Lyu, Siwei

    “…Area under the ROC curve (AUC) is a standard metric that is used to measure classification performance for imbalanced class data. Developing stochastic…”
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    Journal Article