no code implementations • 13 Jul 2021 • Hawzhin Mohammed, Tolulope A. Odetola, Nan Guo, Syed Rafay Hasan
In this paper, dynamic deployment of Convolutional Neural Network (CNN) architecture is proposed utilizing only IoT-level devices.
3 code implementations • 28 Sep 2020 • Qian Li, Nan Guo, Xiaochun Ye, Dongrui Fan, Zhimin Tang
Ours is suitable for large-scale datasets, and experimental results show that our method is 82% faster than the violent retrieval for the single-frame detection.
1 code implementation • 14 Jul 2020 • Qian Li, Nan Guo, Xiaochun Ye, Duo Wang, Dongrui Fan, Zhimin Tang
Therefore, based on semantic features, we propose a Top-C classification loss (i. e., TCL-C) for classification task and a category-based grouping mechanism for category-based meta-features obtained by the meta-model.
no code implementations • 4 Jan 2020 • Qian Li, Nan Guo, Xiaochun Ye, Dongrui Fan, Zhimin Tang
They cannot detect objects by semantic features, adaptively.
no code implementations • 14 Jun 2019 • Yan Gao, Boxiao Liu, Nan Guo, Xiaochun Ye, Fang Wan, Haihang You, Dongrui Fan
Weakly supervised object detection (WSOD) focuses on training object detector with only image-level annotations, and is challenging due to the gap between the supervision and the objective.