1 code implementation • 7 Mar 2024 • Jinfeng Wang, Sifan Song, Xinkun Wang, Yiyi Wang, Yiyi Miao, Jionglong Su, S. Kevin Zhou
Our experiments demonstrate that such adaptive prompts significantly improve SAM's non-fine-tuned performance in MIS.
Ranked #1 on Medical Image Segmentation on ISIC 2018
no code implementations • 9 Mar 2023 • Jinfeng Wang, Sifan Song, Jionglong Su, S. Kevin Zhou
The POCL method typically uses a single loss function to extract the distortion invariant representation (DIR) which describes the proximity of positive-pair representations affected by different distortions.
no code implementations • 14 Feb 2023 • Sifan Song, Jinfeng Wang, Zilong Wang, Jionglong Su, Xiaowei Ding, Kang Dang
Accurate fovea localization is essential for analyzing retinal diseases to prevent irreversible vision loss.
1 code implementation • 7 Mar 2022 • Jinfeng Wang, Qiming Huang, Feilong Tang, Jia Meng, Jionglong Su, Sifan Song
However, due to the structure of polyps image and the varying shapes of polyps, it easy for existing deep learning models to overfitting the current dataset.
Ranked #2 on Medical Image Segmentation on 2018 Data Science Bowl
no code implementations • 6 Mar 2022 • Sifan Song, Jinfeng Wang, Fengrui Cheng, Qirui Cao, Yihan Zuo, Yongteng Lei, Ruomai Yang, Chunxiao Yang, Frans Coenen, Jia Meng, Kang Dang, Jionglong Su
The generator learns the motion representation of chromosomes for straightening.
no code implementations • 14 Feb 2022 • Junde Wu, Huihui Fang, Fei Li, Huazhu Fu, Fengbin Lin, Jiongcheng Li, Lexing Huang, Qinji Yu, Sifan Song, Xinxing Xu, Yanyu Xu, Wensai Wang, Lingxiao Wang, Shuai Lu, Huiqi Li, Shihua Huang, Zhichao Lu, Chubin Ou, Xifei Wei, Bingyuan Liu, Riadh Kobbi, Xiaoying Tang, Li Lin, Qiang Zhou, Qiang Hu, Hrvoje Bogunovic, José Ignacio Orlando, Xiulan Zhang, Yanwu Xu
However, although numerous algorithms are proposed based on fundus images or OCT volumes in computer-aided diagnosis, there are still few methods leveraging both of the modalities for the glaucoma assessment.
no code implementations • 19 Oct 2021 • Sifan Song, Kang Dang, Qinji Yu, Zilong Wang, Frans Coenen, Jionglong Su, Xiaowei Ding
The fovea is an important anatomical landmark of the retina.
no code implementations • 4 Mar 2021 • Sifan Song, Daiyun Huang, Yalun Hu, Chunxiao Yang, Jia Meng, Fei Ma, Frans Coenen, Jiaming Zhang, Jionglong Su
To address the flaws in the geometric algorithms, we propose a novel framework based on image-to-image translation to learn a pertinent mapping dependence for synthesizing straightened chromosomes with uninterrupted banding patterns and preserved details.