Artificial Intelligence & Information Analysis

2022

  1. M. Tzelepi, C. Symeonidis, N.Nikolaidis and A.Tefas, "Multilayer Online Self-Acquired Knowledge Distillation", 2022 26th International Conference on Pattern Recognition (ICPR), pp. 4822-4828, 2022.
  2. M. Tzelepi, C. Symeonidis, N.Nikolaidis and A.Tefas, "Real-time synthetic-to-real human detection for robotics applications", 2022 13th International Conference on Information, Intelligence, Systems & Applications (IISA), pp. 1-5, 2022.

2020

  1. M. Tzelepi and A.Tefas, "Quadratic Mutual Information Regularization in Real-Time Deep CNN Models", 30th IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2020.
  2. C. Nasioutzikis, M. Tzelepi and A.Tefas, "Deep Hashing Regularization Towards Hamming Space Retrieval", 11th Hellenic Conference on Artificial Intelligence, 2020.
  3. N. Passalis, M. Tzelepi and A.Tefas, "Multilayer Probabilistic Knowledge Transfer for Learning Image Representations", IEEE International Symposium on Circuits and Systems (ISCAS), 2020.
  4. N. Passalis, M. Tzelepi and A.Tefas, "Heterogeneous Knowledge Distillation using Information Flow Modeling", IEEE Conference on Computer Vision and Pattern Recognition, 2020.

2019

  1. E. Kakaletsis, M. Tzelepi, P. I. Kaplanoglou, C. Symeonidis, N.Nikolaidis, A.Tefas and I.Pitas, "Semantic Map Annotation Through UAV Video Analysis Using Deep Learning Models in ROS", Proceedings of the International Conference on MultiMedia Modeling (MMM), 2019.
  2. M. Tzelepi and A.Tefas, "Discriminant Analysis Regularization in Lightweight Deep CNN Models", Proceedings of the 26th IEEE International Conference on Image Processing (ICIP), 2019.
  3. M. Tzelepi and A.Tefas, "Improving the Performance of Lightweight CNN Models Using Minimum Enclosing Ball Regularization", Proceedings of the 27th European Signal Processing Conference (EUSIPCO), 2019.

2018

  1. M. Tzelepi and A.Tefas, "Fully Unsupervised Optimization of CNN Features Towards Content Based Image Retrieval", Proceedings of the IEEE 13th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP), 2018.
  2. M. Tzelepi and A.Tefas, "Fully Unsupervised Convolutional Learning for Fast Image Retrieval", Proceedings of the ACM 10th Hellenic Conference on Artificial Intelligence, 2018.

2017

  1. M. Tzelepi and A.Tefas, "Human Crowd Detection for Drone Flight Safety Using Convolutional Neural Networks", Proceedings of the European Signal Processing Conference (EUSIPCO), 2017.

2016

  1. M. Tzelepi and A.Tefas, "Relevance Feedback in Deep Convolutional Neural Networks for Content Based Image Retrieval", Hellenic Conference on Artificial Intelligence (SETN), 2016.
  2. M. Tzelepi and A.Tefas, "Exploiting supervised learning for finetuning deep CNNs in Content Based Image Retrieval", International Conference on Pattern Recognition (ICPR), 2016.

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