Search Results for author: WenTing Chen

Found 10 papers, 1 papers with code

Eye-gaze Guided Multi-modal Alignment Framework for Radiology

no code implementations19 Mar 2024 Chong Ma, Hanqi Jiang, WenTing Chen, Zihao Wu, Xiaowei Yu, Fang Zeng, Lei Guo, Dajiang Zhu, Tuo Zhang, Dinggang Shen, Tianming Liu, Xiang Li

Additionally, we explore the impact of varying amounts of eye-gaze data on model performance, highlighting the feasibility and utility of integrating this auxiliary data into multi-modal pre-training.

Zero-Shot Learning

Medical Image Synthesis via Fine-Grained Image-Text Alignment and Anatomy-Pathology Prompting

no code implementations11 Mar 2024 WenTing Chen, Pengyu Wang, Hui Ren, Lichao Sun, Quanzheng Li, Yixuan Yuan, Xiang Li

To address these challenges, we propose a novel medical image synthesis model that leverages fine-grained image-text alignment and anatomy-pathology prompts to generate highly detailed and accurate synthetic medical images.

Anatomy Descriptive +1

Asclepius: A Spectrum Evaluation Benchmark for Medical Multi-Modal Large Language Models

no code implementations17 Feb 2024 Wenxuan Wang, Yihang Su, Jingyuan Huan, Jie Liu, WenTing Chen, Yudi Zhang, Cheng-Yi Li, Kao-Jung Chang, Xiaohan Xin, Linlin Shen, Michael R. Lyu

However, these models are often evaluated on benchmarks that are unsuitable for the Med-MLLMs due to the intricate nature of the real-world diagnostic frameworks, which encompass diverse medical specialties and involve complex clinical decisions.

Fine-Grained Image-Text Alignment in Medical Imaging Enables Cyclic Image-Report Generation

no code implementations13 Dec 2023 WenTing Chen, Linlin Shen, Xiang Li, Yixuan Yuan

To address these issues, we propose a novel Adaptive patch-word Matching (AdaMatch) model to correlate chest X-ray (CXR) image regions with words in medical reports and apply it to CXR-report generation to provide explainability for the generation process.

Language Modelling Large Language Model

Two-Stream Regression Network for Dental Implant Position Prediction

no code implementations17 May 2023 Xinquan Yang, Xuguang Li, Xuechen Li, WenTing Chen, Linlin Shen, Xin Li, Yongqiang Deng

In this paper, we develop a two-stream implant position regression framework (TSIPR), which consists of an implant region detector (IRD) and a multi-scale patch embedding regression network (MSPENet), to address this issue.

Position Position regression +1

Gated SwitchGAN for multi-domain facial image translation

no code implementations28 Nov 2021 Xiaokang Zhang, Yuanlue Zhu, WenTing Chen, Wenshuang Liu, Linlin Shen

The existing methods generally provide a discriminator with an auxiliary classifier to impose domain translation.

Attribute feature selection +3

Translate the Facial Regions You Like Using Region-Wise Normalization

no code implementations29 Jul 2020 Wenshuang Liu, Wenting Chen, Linlin Shen

We propose in this paper a region-wise normalization framework, for region level face translation.

Image Generation MORPH +1

TR-GAN: Topology Ranking GAN with Triplet Loss for Retinal Artery/Vein Classification

no code implementations29 Jul 2020 Wenting Chen, Shuang Yu, Junde Wu, Kai Ma, Cheng Bian, Chunyan Chu, Linlin Shen, Yefeng Zheng

A topology ranking discriminator based on ordinal regression is proposed to rank the topological connectivity level of the ground-truth, the generated A/V mask and the intentionally shuffled mask.

Classification General Classification +1

Leveraging Undiagnosed Data for Glaucoma Classification with Teacher-Student Learning

1 code implementation22 Jul 2020 Junde Wu, Shuang Yu, WenTing Chen, Kai Ma, Rao Fu, Hanruo Liu, Xiaoguang Di, Yefeng Zheng

Recently, deep learning has been adopted to the glaucoma classification task with performance comparable to that of human experts.

Classification General Classification +1

Texture Deformation Based Generative Adversarial Networks for Face Editing

no code implementations24 Dec 2018 WenTing Chen, Xinpeng Xie, Xi Jia, Linlin Shen

We also evaluate our approach qualitatively and quantitatively on facial attribute and facial expression synthesis.

Attribute Image-to-Image Translation +1

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