no code implementations • COLING 2022 • Jun Kong, Jin Wang, Liang-Chih Yu, Xuejie Zhang
To address this limitation, a unified horizontal and vertical multi-perspective early exiting (MPEE) framework is proposed in this study to accelerate the inference of transformer-based models.
no code implementations • 1 Jun 2022 • Yanni Zhang, Qiang Li, Miao Qi, Di Liu, Jun Kong, Jianzhong Wang
MSFS-Net introduces the frequency separation module (FSM) into an encoder-decoder network architecture to capture the low- and high-frequency information of image at multiple scales.
no code implementations • 30 May 2022 • Dongpo Xu, Jinlan Liu, Yinghua Lu, Jun Kong, Danilo Mandic
The stochastic momentum method is a commonly used acceleration technique for solving large-scale stochastic optimization problems in artificial neural networks.
no code implementations • 14 Jan 2021 • Yanni Zhang, Yiming Liu, Qiang Li, Miao Qi, Dahong Xu, Jun Kong, Jianzhong Wang
In the encoding stage, the image feature is reduced to various smallscale spaces for multi-scale information extraction and fusion without a large amount of information loss.
1 code implementation • SEMEVAL 2020 • Jun Kong, Jin Wang, Xuejie Zhang
In this paper, we (my codalab username is kongjun) present a system that uses a bilingual vector gating mechanism for bilingual resources to complete the task.
no code implementations • 16 Nov 2019 • Xiaoyuan Guo, Fusheng Wang, George Teodorou, Alton B. Farris, Jun Kong
Liver steatosis is known as the abnormal accumulation of lipids within cells.
no code implementations • 14 Aug 2018 • Xiaoyuan Guo, Hanyi Yu, Blair Rossetti, George Teodoro, Daniel Brat, Jun Kong
Highly clumped nuclei clusters captured in fluorescence in situ hybridization microscopy images are common histology entities under investigations in a wide spectrum of tissue-related biomedical investigations.
no code implementations • 24 Jun 2018 • Mousumi Roy, Fusheng Wang, George Teodoro, Miriam B Vos, Alton Brad Farris, Jun Kong
We validate our method with isolated and overlapped steatosis regions in liver tissue images of 11 patients.
no code implementations • 24 Jun 2018 • Mousumi Roy, Fusheng Wang, George Teodoro, Jose Velazqeuz Vega, Daniel Brat, Jun Kong
Cellular phenotypic features derived from histopathology images are the basis of pathologic diagnosis and are thought to be related to underlying molecular profiles.