no code implementations • 28 Mar 2024 • Qi Xu, Yi Lin, Yunfei Tan, Jianzhao Geng
For the first time, we experimentally demonstrate a self-stable type II superconducting maglev system which is able to: counteract long term levitation force decay, adjust levitation force and equilibrium position, and establish levitation under zero field cooling condition.
no code implementations • 19 Mar 2024 • Yi Lin, Zhengjie ZHU, Kwang-Ting Cheng, Hao Chen
To address this issue, we propose PAMT, a novel Prompt-guided Adaptive Model Transformation framework that enhances MIL classification performance by seamlessly adapting pre-trained models to the specific characteristics of histopathology data.
no code implementations • 13 Mar 2024 • Shuhan LI, Yi Lin, Hao Chen, Kwang-Ting Cheng
In this paper, we introduce an Iterative Online Image Synthesis (IOIS) framework to address the class imbalance problem in medical image classification.
no code implementations • 25 Jan 2024 • Jing Li, Zhijie Sun, Xuan He, Li Zeng, Yi Lin, Entong Li, Binfan Zheng, Rongqian Zhao, Xin Chen
However, the performance of MoE is limited by load imbalance and high latency of All-to-All communication, along with relatively redundant computation owing to large expert capacity.
1 code implementation • 15 Jan 2024 • Yi Lin, Zeyu Wang, Dong Zhang, Kwang-Ting Cheng, Hao Chen
To alleviate this problem, in this paper, we propose a weakly-supervised nuclei segmentation method that only requires partial point labels of nuclei.
no code implementations • 11 Dec 2023 • Xincheng Yu, Dongyue Guo, Jianwei Zhang, Yi Lin
Radio speech echo is a specific phenomenon in the air traffic control (ATC) domain, which degrades speech quality and further impacts automatic speech recognition (ASR) accuracy.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
1 code implementation • 4 Dec 2023 • Qingsong Yao, Zecheng He, Yuexiang Li, Yi Lin, Kai Ma, Yefeng Zheng, S. Kevin Zhou
Interestingly, this vulnerability is a double-edged sword, which can be exploited to hide AEs.
no code implementations • 1 Nov 2023 • Wenjie Ou, Dongyue Guo, Zheng Zhang, Zhishuo Zhao, Yi Lin
We present a highly accurate and simply structured CNN-based model for long-term time series forecasting tasks, called WinNet, including (i) Inter-Intra Period Encoder (I2PE) to transform 1D sequence into 2D tensor with long and short periodicity according to the predefined periodic window, (ii) Two-Dimensional Period Decomposition (TDPD) to model period-trend and oscillation terms, and (iii) Decomposition Correlation Block (DCB) to leverage the correlations of the period-trend and oscillation terms to support the prediction tasks by CNNs.
1 code implementation • Expert Systems with Applications 2023 • Yi Lin, Jingchi Jiang, Dongxin Chen, Zhaoyang Ma, Yi Guan, Xiguang Liu, Haiyan You, Jing Yang
In this study, we propose an acne diagnosis method, Diagnostic Evidence Distillation (DED), that suitably adapts the characteristics of acne diagnosis and can be applied to diagnose under different acne criteria.
Ranked #1 on Acne Severity Grading on ACNE04 (Accuracy metric)
no code implementations • 4 Oct 2023 • Chengkang Shen, Hao Zhu, You Zhou, Yu Liu, Si Yi, Lili Dong, Weipeng Zhao, David J. Brady, Xun Cao, Zhan Ma, Yi Lin
Myocardial motion tracking stands as an essential clinical tool in the prevention and detection of Cardiovascular Diseases (CVDs), the foremost cause of death globally.
no code implementations • 23 Sep 2023 • Margarida Carvalho, Alison Caulfield, Yi Lin, Adrian Vetta
Rather, the key factor in increasing the number of transplants, decreasing waiting times and improving group fairness is the judicious assignment of a negative weight (penalty) to the small number of non-directed donors in the kidney exchange program.
no code implementations • 27 Aug 2023 • Xin Yang, Yi Lin, Zhiwei Wang, Xin Li, Kwang-Ting Cheng
A method for measuring the synthesis complexity is proposed to automatically determine the synthesis order in our sequential GAN.
1 code implementation • 24 Aug 2023 • Haibo Jin, Haoxuan Che, Yi Lin, Hao Chen
To address these challenges, we propose diagnosis-driven prompts for medical report generation (PromptMRG), a novel framework that aims to improve the diagnostic accuracy of MRG with the guidance of diagnosis-aware prompts.
no code implementations • 2 May 2023 • Dongyue Guo, Jianwei Zhang, Yi Lin
A major reason is that spoken instructions and flight trajectories are presented in different modalities in the current air traffic control (ATC) system, bringing great challenges to considering the maneuvering instruction in the FTP tasks.
1 code implementation • 2 May 2023 • Dongyue Guo, Zheng Zhang, Zhen Yan, Jianwei Zhang, Yi Lin
Additionally, the Gray code representation and the differential prediction paradigm are designed to cope with the high-bit misclassifications of the BE representation, which significantly reduces the outliers in the predictions.
1 code implementation • 1 May 2023 • Yi Lin, Dong Zhang, Xiao Fang, Yufan Chen, Kwang-Ting Cheng, Hao Chen
Medical image segmentation is a fundamental task in the community of medical image analysis.
no code implementations • 13 Apr 2023 • Luyang Luo, Xi Wang, Yi Lin, Xiaoqi Ma, Andong Tan, Ronald Chan, Varut Vardhanabhuti, Winnie CW Chu, Kwang-Ting Cheng, Hao Chen
Breast cancer has reached the highest incidence rate worldwide among all malignancies since 2020.
no code implementations • 3 Apr 2023 • Hao Zhu, Shaowen Xie, Zhen Liu, Fengyi Liu, Qi Zhang, You Zhou, Yi Lin, Zhan Ma, Xun Cao
However, the expressive power of INR is limited by the spectral bias in the network training.
1 code implementation • 24 Mar 2023 • Yi Lin, Yufan Chen, Kwang-Ting Cheng, Hao Chen
Our proposed network mines the correlations between the support image and query image, limiting them to focus only on useful foreground information and boosting the representation capacity of both the support prototype and query features.
no code implementations • 23 Mar 2023 • Yi Lin, Zhongchen Zhao, Zhengjie ZHU, Lisheng Wang, Kwang-Ting Cheng, Hao Chen
Multiple instance learning (MIL) has emerged as a popular method for classifying histopathology whole slide images (WSIs).
no code implementations • 23 Mar 2023 • Yi Lin, Xiao Fang, Dong Zhang, Kwang-Ting Cheng, Hao Chen
Recently, the advent of vision Transformer (ViT) has brought substantial advancements in 3D dataset benchmarks, particularly in 3D volumetric medical image segmentation (Vol-MedSeg).
no code implementations • 22 Mar 2023 • Cheng Jin, Zhengrui Guo, Yi Lin, Luyang Luo, Hao Chen
Thus, label-efficient deep learning methods are developed to make comprehensive use of the labeled data as well as the abundance of unlabeled and weak-labeled data.
1 code implementation • ICCV 2023 • Xiaoyang Lyu, Peng Dai, Zizhang Li, Dongyu Yan, Yi Lin, Yifan Peng, Xiaojuan Qi
We found that the color rendering loss results in optimization bias against low-intensity areas, causing gradient vanishing and leaving these areas unoptimized.
no code implementations • 10 Mar 2023 • Conghao Xiong, Yi Lin, Hao Chen, Joseph Sung, Irwin King
Transferring prior knowledge from a source domain to the same or similar target domain can greatly enhance the performance of models on the target domain.
no code implementations • 9 Mar 2023 • Yaqi Sun, Wenchuan Wu, Yi Lin, Hai Huang, Hao Chen
The main goal of distribution network (DN) expansion planning is essentially to achieve minimal investment constrained with specified reliability requirements.
no code implementations • 28 Feb 2023 • Dongyu Yan, Xiaoyang Lyu, Jieqi Shi, Yi Lin
Modeling scene geometry using implicit neural representation has revealed its advantages in accuracy, flexibility, and low memory usage.
1 code implementation • IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2023 • Yi Lin, Jingchi Jiang, Dongxin Chen, Zhaoyang Ma, Yi Guan, Xiguang Liu, Haiyan You, Jing Yang, Xue Cheng
Acne Vulgaris seriously affects people’s daily life.
Ranked #2 on Acne Severity Grading on ACNE04 (Accuracy metric)
1 code implementation • 24 Nov 2022 • Lei Wang, Hongyu Yang, Yi Lin, Suwan Yin, Yuankai Wu
Although DRL has achieved important advancements in this field, the existing works pay little attention to the explainability and safety issues related to DRL controllers, particularly the safety under adversarial attacks.
1 code implementation • 21 Sep 2022 • Dong Zhang, Yi Lin, Hao Chen, Zhuotao Tian, Xin Yang, Jinhui Tang, Kwang Ting Cheng
Over the past few years, the rapid development of deep learning technologies for computer vision has significantly improved the performance of medical image segmentation (MedISeg).
no code implementations • 26 Aug 2022 • Yi Lin, Luyan Liu, Kai Ma, Yefeng Zheng
In this study, we propose a novel multi-task framework, named Seg4Reg+, which jointly optimizes the segmentation and regression networks.
1 code implementation • 14 Jul 2022 • Yuankai Wu, Hongyu Yang, Yi Lin, Hong Liu
By this means, STPN allows cross-talk of spatial and temporal factors for modeling delay propagation.
1 code implementation • 30 Jun 2022 • Yi Lin, Zeyu Wang, Kwang-Ting Cheng, Hao Chen
Nuclei Segmentation from histology images is a fundamental task in digital pathology analysis.
no code implementations • 5 Jun 2022 • Zhiwei Wang, Jinxin Lv, Yunqiao Yang, Yuanhuai Liang, Yi Lin, Qiang Li, Xin Li, Xin Yang
Vertebral landmark localization is a crucial step for variant spine-related clinical applications, which requires detecting the corner points of 17 vertebrae.
1 code implementation • Computer Methods and Programs in Biomedicine 2022 • Yi Lin, Jingchi Jiang, Zhaoyang Ma, Dongxin Chen, Yi Guan, Haiyan You, Xue Cheng, Bingmei Liu, Gongning Luo
Methods: A unified acne grading framework that can be generalized to apply referring to different grading criteria is developed.
Ranked #3 on Acne Severity Grading on ACNE04 (Accuracy metric)
1 code implementation • 16 Feb 2022 • Yi Lin, Zhiyong Qu, Hao Chen, Zhongke Gao, Yuexiang Li, Lili Xia, Kai Ma, Yefeng Zheng, Kwang-Ting Cheng
Third, a self-supervised visual representation learning method is tailored for nuclei segmentation of pathology images that transforms the hematoxylin component images into the H&E stained images to gain better understanding of the relationship between the nuclei and cytoplasm.
no code implementations • 10 Feb 2022 • Hao Jiang, Yanning Zhou, Yi Lin, Ronald CK Chan, Jiang Liu, Hao Chen
Computational cytology is a critical, rapid-developing, yet challenging topic in the field of medical image computing which analyzes the digitized cytology image by computer-aided technologies for cancer screening.
no code implementations • IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2022 • Yi Lin, Yi Guan, Zhaoyang Ma, Haiyan You, Xue Cheng, Jingchi Jiang
In this paper, the global estimation of acne severity grading is studied by Convolutional Neural Networks (CNNs) and a unified acne grading framework that can diagnose referring to different grading criteria is proposed.
Ranked #3 on Acne Severity Grading on ACNE04 (Accuracy metric)
no code implementations • 16 Nov 2021 • Arijit Dasgupta, Jiafei Duan, Marcelo H. Ang Jr, Yi Lin, Su-hua Wang, Renée Baillargeon, Cheston Tan
Recent work in computer vision and cognitive reasoning has given rise to an increasing adoption of the Violation-of-Expectation (VoE) paradigm in synthetic datasets.
no code implementations • 10 Nov 2021 • Yi Lin, Jianchao Su, Xiang Wang, Xiang Li, Jingen Liu, Kwang-Ting Cheng, Xin Yang
We have evaluated our approach using the 20 CTPA test dataset from the PE challenge, achieving a sensitivity of 78. 9%, 80. 7% and 80. 7% at 2 false positives per volume at 0mm, 2mm and 5mm localization error, which is superior to the state-of-the-art methods.
no code implementations • 4 Nov 2021 • Peng Fan, Dongyue Guo, Yi Lin, Bo Yang, Jianwei Zhang
In this work, we propose a new automatic speech recognition (ASR) system based on feature learning and an end-to-end training procedure for air traffic control (ATC) systems.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
no code implementations • 3 Nov 2021 • Dongyue Guo, Jianwei Zhang, Bo Yang, Yi Lin
Most importantly, a multi-modal speaker role identification network (MMSRINet) is designed to achieve the SRI task by considering both the speech and textual modality features.
1 code implementation • 12 Jun 2021 • Yi Lin, Yanfei Liu, Hao Chen, Xin Yang, Kai Ma, Yefeng Zheng, Kwang-Ting Cheng
To mitigate the complexity introduced by the model ensemble, we adopt the teacher-student paradigm, leveraging the diverse outputs from multiple learned networks as supervisory signals to guide the training of the student network.
no code implementations • 17 Feb 2021 • Yi Lin, Bo Yang, Linchao Li, Dongyue Guo, Jianwei Zhang, Hu Chen, Yi Zhang
Finally, by integrating the SRL with ASR, an end-to-end multilingual ASR framework is formulated in a supervised manner, which is able to translate the raw wave into text in one model, i. e., wave-to-text.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
no code implementations • 16 Feb 2021 • Yi Lin, Qin Li, Bo Yang, Zhen Yan, Huachun Tan, Zhengmao Chen
By virtue of the common terminology used in the ATC domain, the transfer learning task can be regarded as a sub-domain adaption task, in which the transferred model is optimized using a joint corpus consisting of baseline samples and new transcribed samples from the target dataset.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
1 code implementation • 17 Dec 2020 • Qingsong Yao, Zecheng He, Yi Lin, Kai Ma, Yefeng Zheng, S. Kevin Zhou
Deep neural networks (DNNs) for medical images are extremely vulnerable to adversarial examples (AEs), which poses security concerns on clinical decision making.
1 code implementation • 28 Apr 2020 • Xin Yang, Xu Wang, Yi Wang, Haoran Dou, Shengli Li, Huaxuan Wen, Yi Lin, Pheng-Ann Heng, Dong Ni
In this paper, we propose the first fully-automated solution to segment the whole fetal head in US volumes.
no code implementations • 26 Nov 2019 • Bo Yang, Xianlong Tan, Zhengmao Chen, Bing Wang, Dan Li, Zhongping Yang, Xiping Wu, Yi Lin
To our best knowledge, this is the first work that aims at building a real and multilingual ASR corpus for the air traffic related research.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
1 code implementation • 17 Sep 2019 • Linjie Deng, Yanxiang Gong, Xinchen Lu, Yi Lin, Zheng Ma, Mei Xie
To achieve high coverage of target boxes, a normal strategy of conventional one-stage anchor-based detectors is to utilize multiple priors at each spatial position, especially in scene text detection tasks.
no code implementations • 27 Aug 2019 • Qizhi Zhang, Yi Lin, Kangle Wu, Yongliang Li, An-Xiang Zeng
But this method repudiate the variousness of the interest of user in a session.
no code implementations • 17 Dec 2018 • Zhiwei Wang, Yi Lin, Kwang-Ting Cheng, Xin Yang
Experimental results show that our method can effectively synthesize a large variety of mpMRI images which contain meaningful CS PCa lesions, display a good visual quality and have the correct paired relationship.
Synthesizing Multi-Parameter Magnetic Resonance Imaging (Mp-Mri) Data
1 code implementation • 8 Apr 2018 • Linjie Deng, Yanxiang Gong, Yi Lin, Jingwen Shuai, Xiaoguang Tu, Yuefei Zhang, Zheng Ma, Mei Xie
Previous approaches for scene text detection usually rely on manually defined sliding windows.
Ranked #1 on Scene Text Detection on COCO-Text