视觉识别和深度学习

什么是视觉识别?

  视觉识别就是识别图像中的对象,例如识别光学图像中的人脸的身份、光学图像中的车牌的号码、医学影像中的脏器的病变、光学显微影像中的矿石的矿相、电子显微影像中的脑组织中的神经元。

视觉识别有什么应用?

  视觉识别技术在很多行业和社会安防中发挥着重要作用。随着成像技术和识别算法(特别是大数据深度学习算法)的快速进步,视觉识别的应用日益广泛和深入。

本实验室的论文

  • Xiang Liu, Jia Lin Song, Shuo Hong Wang, Jing Wen Zhao, Yan Qiu Chen (2017) Learning to Diagnose Cirrhosis with Liver Capsule Guided Ultrasound Image Classification. Sensors, 17, 149.
  • Jingwen Zhao, Hui Li, Meng Duan, Shuo Hong Wang, Yan Qiu Chen (2016) Rapid identification of neuronal structures in electronic microscope image using novel combined multi-scale image features. Neurocomputing, Neurocomputing 230: 152-159.
  • Shuo Hong Wang, JingWen Zhao, Yan Qiu Chen (2016) Robust tracking of fish schools using CNN for head identification. Multimedia Tools and Applications.
  • Shuo Hong Wang, Xiang Liu, Jingwen Zhao, Jia Lin Song, Jian Quan Zhang and Yan Qiu Chen (2016) Learning to Diagnose Cirrhosis via Combined Liver Capsule and Parenchyma Ultrasound Image Features. In Proceedings of BIBM.
  • Yun Wen Chen, Yan Qiu Chen (2008) Invariant Description and Retrieval of Planar Shapes Using Radon Composite Features. IEEE Trans. Signal Processing 56(10), 4762-4771.
  • Hao Du, Yan Qiu Chen (2007) Rectified nearest feature line segment for pattern classification. Pattern Recognition 40 (5), 1486 - 1497.
  • Chang Yin Zhou, Yan Qiu Chen (2006) Improving Nearest Neighbor Classification with Cam Weighted Distance. Pattern Recognition 39 (4), 635 - 645.
  • Cun Lu Xu, Yan Qiu Chen (2006) Classifying Image Texture with Statistical Landscape Features. Pattern Analysis and Applications 8 (4), 321 - 331.
  • Qi Xu, Yan Qiu Chen (2006) Multiscale Blob Features for Gray Scale, Rotation and Spatial Scale Invariant Texture Classification. In Proceedings of International Conference on Pattern Recognition.