Search Results for author: Kuan Li

Found 3 papers, 1 papers with code

MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data

no code implementations7 Sep 2023 HaoYuan Chen, Yufei Han, Pin Xu, Yanyi Li, Kuan Li, Jianping Yin

The proposed multi-scale nested decoder structure allows the feature mapping between the decoder and encoder to be semantically closer, thus enabling the network to learn more detailed features.

Denoising Image Segmentation +3

Reliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN

1 code implementation30 Jun 2022 Kuan Li, Yang Liu, Xiang Ao, Jianfeng Chi, Jinghua Feng, Hao Yang, Qing He

However, both strategies are faced with some immediate problems: raw features cannot represent various properties of nodes (e. g., structure information), and representations learned by supervised GNN may suffer from the poor performance of the classifier on the poisoned graph.

Can neural networks predict dynamics they have never seen?

no code implementations12 Nov 2021 Anton Pershin, Cedric Beaume, Kuan Li, Steven M. Tobias

Neural networks have proven to be remarkably successful for a wide range of complicated tasks, from image recognition and object detection to speech recognition and machine translation.

Machine Translation object-detection +3

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