Search Results for author: Linkai Peng

Found 6 papers, 5 papers with code

Spoken Language Intelligence of Large Language Models for Language Learning

1 code implementation28 Aug 2023 Linkai Peng, Baorian Nuchged, Yingming Gao

Our focus is centered on evaluating the efficacy of LLMs in the realm of education, specifically in the areas of spoken language learning which encompass phonetics, phonology, and second language acquisition.

Language Acquisition Multiple-choice

YoloCurvSeg: You Only Label One Noisy Skeleton for Vessel-style Curvilinear Structure Segmentation

1 code implementation11 Dec 2022 Li Lin, Linkai Peng, Huaqing He, Pujin Cheng, Jiewei Wu, Kenneth K. Y. Wong, Xiaoying Tang

With only one noisy skeleton annotation (respectively 0. 14\%, 0. 03\%, 1. 40\%, and 0. 65\% of the full annotation), YoloCurvSeg achieves more than 97\% of the fully-supervised performance on each dataset.

Contrastive Learning Image Generation +4

Text-Aware End-to-end Mispronunciation Detection and Diagnosis

1 code implementation15 Jun 2022 Linkai Peng, Yingming Gao, Binghuai Lin, Dengfeng Ke, Yanlu Xie, Jinsong Zhang

In the field of assessing the pronunciation quality of constrained speech, the given transcriptions can play the role of a teacher.

Contrastive Learning

Multi-modal Brain Tumor Segmentation via Missing Modality Synthesis and Modality-level Attention Fusion

no code implementations9 Mar 2022 Ziqi Huang, Li Lin, Pujin Cheng, Linkai Peng, Xiaoying Tang

As such, it is clinically meaningful to develop a method to synthesize unavailable modalities which can also be used as additional inputs to downstream tasks (e. g., brain tumor segmentation) for performance enhancing.

Brain Tumor Segmentation Contrastive Learning +2

Unsupervised Domain Adaptation for Cross-Modality Retinal Vessel Segmentation via Disentangling Representation Style Transfer and Collaborative Consistency Learning

1 code implementation13 Jan 2022 Linkai Peng, Li Lin, Pujin Cheng, Ziqi Huang, Xiaoying Tang

The two models use labeled data (together with the corresponding transferred images) for supervised learning and perform collaborative consistency learning on unlabeled data.

Image Reconstruction Retinal Vessel Segmentation +3

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