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專任教授


姓名

康立威

職稱

副教授

02-7749-3563

lwkang@ntnu.edu.tw

個人網站

研究專長

基於深度學習/機器學習之影像品質強化技術研發、多媒體內容及社群網路資訊分析、可適性影像調校

研究成果

著作

  1. 2021. IEEE Trans. Image Process.. Sequential dual attention network for rain streak removal in a single image.
  2. 2020. IEEE Access. Enhanced visual attention-guided deep neural networks for image classification.
  3. 2020. IEEE Transactions on Image Processing. Multi-scale deep residual learning-based single image haze removal via image decomposition.
  4. 2019. EURASIP Journal on Advances in Signal Processing. A novel non-negative matrix factorization technique for decomposition of Chinese characters with application to secret sharing.
  5. 2018. Journal of Visual Communication and Image Representation. Coding unit complexity-based predictions of coding unit depth and prediction unit mode for efficient HEVC-to-SHVC transcoding with quality scalability.
  6. 2017. Journal of Electronic Science and Technology. Cluster-based saliency-guided content-aware image retargeting.
  7. 2015. IEEE Transactions on Multimedia. Learning-based joint super-resolution and deblocking for a highly compressed image.
  8. 2015. IEEE Transactions on Image Processing. Temporally coherent superresolution of textured video via dynamic texture synthesis.
  9. 2014. IEEE Transactions on Circuits and Systems for Video Technology. Visual depth guided color image rain streaks removal using sparse coding.
  10. 2014. Journal of Visual Communication and Image Representation. Self-learning-based post-processing for image/video deblocking via sparse representation.
  11. 2014. Information Sciences. Real-time background modeling based on a multi-level texture description.
  12. 2014. IEEE Transactions on Multimedia. Self-learning based image decomposition with applications to single image denoising.
  13. 2013. IEEE Transactions on Circuits and Systems for Video Technology. Scene-based movie summarization via role-community networks.
  14. 2013. Optics Express. Haze effect removal from image via haze density estimation in optical model.
  15. 2013. International Journal of Innovative Computing, Information and Control. Left-object detection through background modeling.
  16. 2013. Journal of Visual Communication and Image Representation. Multi-camera invariant appearance modeling for non-rigid object identification in a real-time environment.
  17. 2012. Signal Processing. Joint fingerprinting and decryption with noise-resistant for vector quantization images.
  18. 2012. IEEE Transactions on Image Processing. Automatic single-image-based rain streaks removal via image decomposition.
  19. 2012. Journal of Visual Communication and Image Representation. Low-complexity video coding via power-rate-distortion optimization.
  20. 2011. IEEE Transactions on Multimedia. Feature-based sparse representation for image similarity assessment.
  21. 2006. Journal of Visual Communication and Image Representation. Two error resilient coding schemes for wavelet-based image transmission based on data embedding and genetic algorithms.
  22. 2006. Journal of Visual Communication and Image Representation. An error resilient coding scheme for JPEG image transmission based on data embedding and side-match vector quantization.
  23. 2005. Real-Time Imaging. An error resilient coding scheme for H.263 video transmission based on data embedding.
  24. 2005. Journal of Visual Communication and Image Representation. A hybrid error concealment scheme for MPEG-2 video transmission based on best neighborhood matching algorithm.
  25. 2005. Journal of Visual Communication and Image Representation. An error resilient coding scheme for H.264/AVC video transmission based on data embedding.
  26. 2005. Journal of Electronic Imaging. Fast indexing and searching strategies for feature-based image database systems.
  27. 2004. Journal of Visual Communication and Image Representation. An error resilient coding scheme for H.26L video transmission based on data embedding.

  1. Deep Learning-based Moiré Pattern Removal from a Single Image: A Survey and Comparative Study. 2020/09/28. IEEE International Conference on Consumer Electronics – Taiwan (ICCE-TW).
  2. Sparse Enhancement for Detection of Newly Grown Tree Leaves via Deep Learning. 2019/11/11. International Symposium on Info Comm and Mechatronics Technology in Bio-Medical and Healthcare Application.
  3. Deep Learning-based Human Detection from Bird's-Eye View Camera Images for Safety Care of Factory Workers. 2019/11/11. International Symposium on Info Comm and Mechatronics Technology in Bio-Medical and Healthcare Application.
  4. Popularity prediction of social media based on multi-modal feature mining. 2019/10/21. ACM Multimedia (ACM MM).
  5. Estimation of the life of flamingo vase using hyperspectral techniques. 2019/09/24. IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing.
  6. Image-based real-time fire detection using deep learning with data augmentation for vision-based surveillance applications. 2019/09/18. IEEE International Conference on Advanced Video and Signal-based Surveillance.

研究計畫

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