Search Results for author: Libin Lan

Found 6 papers, 1 papers with code

FullTransNet: Full Transformer with Local-Global Attention for Video Summarization

no code implementations1 Jan 2025 Libin Lan, Lu Jiang, Tianshu Yu, Xiaojuan Liu, Zhongshi He

Based on this, we propose a transformer-like architecture, named FullTransNet, which has a full encoder-decoder structure with local-global sparse attention for video summarization.

Decoder Supervised Video Summarization

Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation using Rein to Fine-tune Vision Foundation Models

no code implementations18 Sep 2024 Pengzhou Cai, Xueyuan Zhang, Libin Lan, Ze Zhao

In recent years, significant progress has been made in tumor segmentation within the field of digital pathology.

Tumor Segmentation

PSFHS Challenge Report: Pubic Symphysis and Fetal Head Segmentation from Intrapartum Ultrasound Images

no code implementations17 Sep 2024 Jieyun Bai, ZiHao Zhou, Zhanhong Ou, Gregor Koehler, Raphael Stock, Klaus Maier-Hein, Marawan Elbatel, Robert Martí, Xiaomeng Li, Yaoyang Qiu, Panjie Gou, Gongping Chen, Lei Zhao, Jianxun Zhang, Yu Dai, Fangyijie Wang, Guénolé Silvestre, Kathleen Curran, Hongkun Sun, Jing Xu, Pengzhou Cai, Lu Jiang, Libin Lan, Dong Ni, Mei Zhong, Gaowen Chen, Víctor M. Campello, Yaosheng Lu, Karim Lekadir

This challenge aimed to enhance the development of automatic segmentation algorithms at an international scale, providing the largest dataset to date with 5, 101 intrapartum ultrasound images collected from two ultrasound machines across three hospitals from two institutions.

Segmentation

BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation

1 code implementation1 Jan 2024 Libin Lan, Pengzhou Cai, Lu Jiang, Xiaojuan Liu, Yongmei Li, Yudong Zhang

Specifically, BRAU-Net++ uses bi-level routing attention as the core building block to design our u-shaped encoder-decoder structure, in which both encoder and decoder are hierarchically constructed, so as to learn global semantic information while reducing computational complexity.

Decoder Image Segmentation +4

Pubic Symphysis-Fetal Head Segmentation Using Pure Transformer with Bi-level Routing Attention

no code implementations30 Sep 2023 Pengzhou Cai, Lu Jiang, Yanxin Li, Libin Lan

In this paper, we propose a method, named BRAU-Net, to solve the pubic symphysis-fetal head segmentation task.

Segmentation

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