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Xianxu Hou

Assistant Professor

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20132024

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  • 2024

    DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation

    Tang, F., Xu, Z., Huang, Q., Wang, J., Hou, X., Su, J. & Liu, J., 2024, Pattern Recognition and Computer Vision - 6th Chinese Conference, PRCV 2023, Proceedings. Liu, Q., Wang, H., Ji, R., Ma, Z., Zheng, W., Zha, H., Chen, X. & Wang, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 343-356 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14429 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access
    1 Citation (Scopus)

  • Learning Adapters for Text-Guided Portrait Stylization with Pretrained Diffusion Models

    Yang, M., Hou, X., Li, H., Shen, L. & Fan, L., 2024, Pattern Recognition and Computer Vision - 6th Chinese Conference, PRCV 2023, Proceedings. Liu, Q., Wang, H., Ji, R., Ma, Z., Zheng, W., Zha, H., Chen, X. & Wang, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 247-258 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14425 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

  • MaskDiffuse: Text-Guided Face Mask Removal Based on Diffusion Models

    Lu, J., Hou, X., Li, H., Peng, Z., Shen, L. & Fan, L., 2024, Pattern Recognition and Computer Vision - 6th Chinese Conference, PRCV 2023, Proceedings. Liu, Q., Wang, H., Ji, R., Ma, Z., Zheng, W., Zha, H., Chen, X. & Wang, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 435-446 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14430 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

  • 2023

    Domain Adaptation of Digital Pathology Images using Joint Stain Color and Image Quality Constraints

    Long, X., Liu, J. & Hou, X., 2023, 2023 IEEE International Conference on Image Processing (ICIP). IEEE Computer Society, p. 1805-1809 5 p. (Proceedings - International Conference on Image Processing, ICIP).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

  • StyleAU: StyleGAN based Facial Action Unit Manipulation for Expression Editing

    Guo, Y., Hou, X., Liu, F., Shen, L., Wang, L., Wang, Z. & Liu, P., 2023, 2023 IEEE International Joint Conference on Biometrics, IJCB 2023. Institute of Electrical and Electronics Engineers Inc., (2023 IEEE International Joint Conference on Biometrics, IJCB 2023).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

  • StyleGene: Crossover and Mutation of Region-level Facial Genes for Kinship Face Synthesis: Crossover and Mutation of Region-level Facial Genes for Kinship Face Synthesis

    Li, H., Hou, X., Huang, Z. & Shen, L., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, p. 20960-20969 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    1 Citation (Scopus)
  • 2022

    C2AM: Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation

    Xie, J., Xiang, J., Chen, J., Hou, X., Zhao, X. & Shen, L., 2022, Proceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2022. IEEE Computer Society, p. 979-988 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2022-June).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    52 Citations (Scopus)

  • CLIMS: Cross Language Image Matching for Weakly Supervised Semantic Segmentation

    Xie, J., Hou, X., Ye, K. & Shen, L., 2022, Proceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2022. IEEE Computer Society, p. 4473-4482 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2022-June).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    43 Citations (Scopus)

  • RamGAN: Region Attentive Morphing GAN for Region-Level Makeup Transfer

    Xiang, J., Chen, J., Liu, W., Hou, X. & Shen, L., 2022, Computer Vision – ECCV 2022 - 17th European Conference, Proceedings. Avidan, S., Brostow, G., Cissé, M., Farinella, G. M. & Hassner, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 719-735 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13682 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    5 Citations (Scopus)

  • Talk2Face: A Unified Sequence-based Framework for Diverse Face Generation and Analysis Tasks

    Li, Y., Hou, X., Zhao, Z., Shen, L., Yang, X. & Yan, K., 10 Oct 2022, MM 2022 - Proceedings of the 30th ACM International Conference on Multimedia. Association for Computing Machinery, Inc, p. 4594-4604 11 p. (MM 2022 - Proceedings of the 30th ACM International Conference on Multimedia).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    3 Citations (Scopus)
  • 2021

    GazeFlow: Gaze Redirection with Normalizing Flows

    Wu, Y., Liang, H., Hou, X. & Shen, L., 18 Jul 2021, IJCNN 2021 - International Joint Conference on Neural Networks, Proceedings. Institute of Electrical and Electronics Engineers Inc., (Proceedings of the International Joint Conference on Neural Networks; vol. 2021-July).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    1 Citation (Scopus)

  • SSFlow: Style-guided Neural Spline Flows for Face Image Manipulation

    Liang, H., Hou, X. & Shen, L., 17 Oct 2021, MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia. Association for Computing Machinery, Inc, p. 79-87 9 p. (MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    6 Citations (Scopus)
  • 2020

    VHS to HDTV video translation using multi-task adversarial learning

    Luo, H., Liao, G., Hou, X., Liu, B., Zhou, F. & Qiu, G., 2020, MultiMedia Modeling - 26th International Conference, MMM 2020, Proceedings. Cheng, W-H., Kim, J., Choi, J-W., Chu, W-T., Cui, P., Hu, M-C. & De Neve, W. (eds.). Springer, p. 77-86 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11961 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access
  • 2019

    Bladder cancer multi-class segmentation in MRI with pyramid-in-pyramid network

    Liu, J., Liu, L., Xu, B., Hou, X., Liu, B., Chen, X., Shen, L. & Qiu, G., Apr 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 28-31 4 p. 8759422. (Proceedings - International Symposium on Biomedical Imaging; vol. 2019-April).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    14 Citations (Scopus)

  • Character Prediction in TV Series via a Semantic Projection Network

    Sun, K., Lei, Z., Zhu, J., Hou, X., Liu, B. & Qiu, G., 2019, MultiMedia Modeling - 25th International Conference, MMM 2019, Proceedings. Kompatsiaris, I., Vrochidis, S., Mezaris, V., Cheng, W-H., Huet, B. & Gurrin, C. (eds.). Springer Verlag, p. 300-311 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11295 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

  • Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation

    Hou, X., Liu, J., Xu, B., Liu, B., Chen, X., Ilyas, M., Ellis, I., Garibaldi, J. & Qiu, G., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 101-109 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11765 LNCS).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access
    13 Citations (Scopus)

  • Learning deep image priors for blind image denoising

    Hou, X., Luo, H., Liu, J., Xu, B., Sun, K., Gong, Y., Liu, B. & Qiu, G., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2019. IEEE Computer Society, p. 1738-1747 10 p. 9025520. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2019-June).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access
    6 Citations (Scopus)

  • Look, investigate, and classify: A deep hybrid attention method for breast cancer classification

    Xu, B., Liu, J., Hou, X., Liu, B., Garibaldi, J., Ellis, I. O., Green, A., Shen, L. & Qiu, G., Apr 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 914-918 5 p. 8759454. (Proceedings - International Symposium on Biomedical Imaging; vol. 2019-April).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access
    25 Citations (Scopus)
  • 2018

    Behavior recognition of moving objects using deep neural networks

    Zhu, J., Lin, W., Sun, K., Hou, X., Liu, B. & Qiu, G., 4 Dec 2018, Proceedings - 2018 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People and Smart City Innovations, SmartWorld/UIC/ATC/ScalCom/CBDCom/IoP/SCI 2018. Loulergue, F., Wang, G., Bhuiyan, M. Z. A., Ma, X., Li, P., Roveri, M., Han, Q. & Chen, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 45-52 8 p. 8560021. (Proceedings - 2018 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People and Smart City Innovations, SmartWorld/UIC/ATC/ScalCom/CBDCom/IoP/SCI 2018).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    2 Citations (Scopus)

  • Deep feature similarity for generative adversarial networks

    Hou, X., Sun, K. & Qiu, G., 13 Dec 2018, Proceedings - 4th Asian Conference on Pattern Recognition, ACPR 2017. Institute of Electrical and Electronics Engineers Inc., p. 120-125 6 p. 8575809. (Proceedings - 4th Asian Conference on Pattern Recognition, ACPR 2017).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    2 Citations (Scopus)

  • Direct Application of Convolutional Neural Network Features to Image Quality Assessment

    Hou, X., Sun, K., Liu, B., Gong, Y., Garibaldi, J. & Qiu, G., 2 Jul 2018, VCIP 2018 - IEEE International Conference on Visual Communications and Image Processing. Institute of Electrical and Electronics Engineers Inc., 8698726. (VCIP 2018 - IEEE International Conference on Visual Communications and Image Processing).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access

  • Sub-window Box Filter

    Gong, Y., Liu, B., Hou, X. & Qiu, G., 2 Jul 2018, VCIP 2018 - IEEE International Conference on Visual Communications and Image Processing. Institute of Electrical and Electronics Engineers Inc., 8698682. (VCIP 2018 - IEEE International Conference on Visual Communications and Image Processing).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    14 Citations (Scopus)
  • 2017

    Automatic visual theme discovery from joint image and text corpora

    Sun, K., Hou, X., Zhang, Q. & Qiu, G., 15 Dec 2017, Proceedings - 2017 2nd International Conference on Multimedia and Image Processing, ICMIP 2017. Institute of Electrical and Electronics Engineers Inc., p. 220-224 5 p. (Proceedings - 2017 2nd International Conference on Multimedia and Image Processing, ICMIP 2017; vol. 2017-January).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access

  • Deep feature consistent variational autoencoder

    Hou, X., Shen, L., Sun, K. & Qiu, G., 11 May 2017, Proceedings - 2017 IEEE Winter Conference on Applications of Computer Vision, WACV 2017. Institute of Electrical and Electronics Engineers Inc., p. 1133-1141 9 p. 7926714. (Proceedings - 2017 IEEE Winter Conference on Applications of Computer Vision, WACV 2017).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    Open Access
    206 Citations (Scopus)

  • Learning deep semantic attributes for user video summarization

    Sun, K., Zhu, J., Lei, Z., Hou, X., Zhang, Q., Duan, J. & Qiu, G., 28 Aug 2017, 2017 IEEE International Conference on Multimedia and Expo, ICME 2017. IEEE Computer Society, p. 643-648 6 p. 8019411. (Proceedings - IEEE International Conference on Multimedia and Expo; vol. 0).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    12 Citations (Scopus)

  • Object specific deep feature and its application to face detection

    Hou, X., Zhu, J., Sun, K., Shen, L. & Qiu, G., 19 Jul 2017, Proceedings of the 15th IAPR International Conference on Machine Vision Applications, MVA 2017. Institute of Electrical and Electronics Engineers Inc., p. 173-176 4 p. 7986829. (Proceedings of the 15th IAPR International Conference on Machine Vision Applications, MVA 2017).

    Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

    2 Citations (Scopus)