Search Results for author: Jiaxin Zhuang

Found 4 papers, 3 papers with code

View Dialogue in 2D: A Two-stream Model in Time-speaker Perspective for Dialogue Summarization and beyond

no code implementations COLING 2022 Keli Xie, Dongchen He, Jiaxin Zhuang, Siyuan Lu, Zhongfeng Wang

To better capture the dialogue information, we propose a 2D view of dialogue based on a time-speaker perspective, where the time and speaker streams of dialogue can be obtained as strengthened input.

Document Summarization Machine Reading Comprehension

VoCo: A Simple-yet-Effective Volume Contrastive Learning Framework for 3D Medical Image Analysis

1 code implementation27 Feb 2024 Linshan Wu, Jiaxin Zhuang, Hao Chen

Through this pretext task, VoCo implicitly encodes the contextual position priors into model representations without the guidance of annotations, enabling us to effectively improve the performance of downstream tasks that require high-level semantics.

Contrastive Learning Position +1

Iterative Semi-Supervised Learning for Abdominal Organs and Tumor Segmentation

1 code implementation2 Oct 2023 Jiaxin Zhuang, Luyang Luo, Zhixuan Chen, Linshan Wu

Initially, a deep model (nn-UNet) trained on datasets with complete organ annotations (about 220 scans) generates pseudo labels for the whole dataset.

Computational Efficiency Organ Segmentation +2

RMNet: Equivalently Removing Residual Connection from Networks

1 code implementation1 Nov 2021 Fanxu Meng, Hao Cheng, Jiaxin Zhuang, Ke Li, Xing Sun

In this paper, we aim to remedy this problem and propose to remove the residual connection in a vanilla ResNet equivalently by a reserving and merging (RM) operation on ResBlock.

Network Pruning

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