Robust Segmentation of Partial and Imperfect Dental Arches by Ammar Alsheghri, Ying Zhang, Golriz Hosseinimanesh, Julia Keren, Farida Cheriet, François Guibault

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CDA-mamba: cross-directional attention mamba for enhanced 3D medical image segmentation by Jiashu Xu, Yihua Lan, Yingqi Zhang, Chi Zhang, Sergii Stirenko, Huizhong Li

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Evaluating masked self-supervised learning frameworks for 3D dental model segmentation tasks by Lucas Krenmayr, Reinhold von Schwerin, Daniel Schaudt, Pascal Riedel, Alexander Hafner, Marc Geserick

“…These frameworks were pre-trained on a proprietary dataset of over 4000 unlabeled 3D dental models and fine-tuned using the publicly available Teeth3DS dataset for tooth segmentation and a self-constructed braces segmentation dataset. …”
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Improved Indoor 3D Point Cloud Semantic Segmentation Method Based on PointNet++ by Xingfei Tan, Yonghua Xia, Bin Wang, Ruidong Zou

“…With the rapid advancement of point cloud-based applications, including autonomous driving and robotic navigation, 3D point cloud semantic segmentation has gained increasing research attention. …”
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PSNet: Patch-Based Self-Attention Network for 3D Point Cloud Semantic Segmentation by Hong Yi, Yaru Liu, Ming Wang

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TSINet: A Semantic and Instance Segmentation Network for 3D Tomato Plant Point Clouds by Shanshan Ma, Xu Lu, Liang Zhang

Subjects: “…3D point clouds…”
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Combining multispectral and high-resolution 3D imaging for leaf vein segmentation and density measurement by Yi-Hong Liao, Song Zhang

Subjects: “…leaf vein segmentation…”
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DiffBTS: A Lightweight Diffusion Model for 3D Multimodal Brain Tumor Segmentation by Zuxin Nie, Jiahong Yang, Chengxuan Li, Yaqin Wang, Jun Tang

“…However, their high complexity when processing 3D images remains a limitation. To mitigate this, researchers typically preprocess data into 2D slices, enabling the model to perform segmentation in a reduced 2D space. …”
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Initial Results of D3 Lymphadenectomy in the Surgical Treatment of Cancer of the Right Half of the Segmented Intestine by R. T. Aiypov, R. I. Safiullin, M. R. Garipov, D. V. Feoktistov, N. A. Tarasov, A. A. Garipova, R. R. Garipov

“…Extended lymph dissection in the D3 volume for segmented intestine on the right side during cancer is a possible and safe method in case of laparoscopic and open procedures.…”
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Revisiting model scaling with a U-net benchmark for 3D medical image segmentation by Ziyan Huang, Jin Ye, Haoyu Wang, Zhongying Deng, Zhikai Yang, Yanzhou Su, Jie Liu, Tianbin Li, Yun Gu, Shaoting Zhang, Yu Qiao, Lixu Gu, Junjun He

“…Specifically, we identify three key insights: (1) increasing resolution stages provides limited benefits for datasets with larger voxel spacing; (2) deeper networks offer limited advantages for anatomically complex shapes; and (3) wider networks provide minimal advantages for tasks with limited segmentation classes. …”
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SSMM-DS: A semantic segmentation model for mangroves based on Deeplabv3+ with swin transformer by Zhenhua Wang, Jinlong Yang, Chuansheng Dong, Xi Zhang, Congqin Yi, Jiuhu Sun

“…In this study, we propose a semantic segmentation model for mangroves based on Deeplabv3+ with Swin Transformer, abbreviated as SSMM-DS. …”
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3D Brain Segmentation Using Dual-Front Active Contours with Optional User Interaction by Hua Li, Anthony Yezzi, Laurent D. Cohen

“…Important attributes of 3D brain cortex segmentation algorithms include robustness, accuracy, computational efficiency, and facilitation of user interaction, yet few algorithms incorporate all of these traits. …”
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SwinCell: a 3D transformer and flow-based framework for improved cell segmentation by Xiao Zhang, Zihan Lin, Liguo Wang, Yong S. Chu, Yang Yang, Xianghui Xiao, Yuewei Lin, Qun Liu

“…Abstract Segmentation of three-dimensional (3D) cellular images is fundamental for studying and understanding cell structure and function. …”
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Instance Segmentation and 3D Pose Estimation of Tea Bud Leaves for Autonomous Harvesting Robots by Haoxin Li, Tianci Chen, Yingmei Chen, Chongyang Han, Jinhong Lv, Zhiheng Zhou, Weibin Wu

“…Quantitative experiments demonstrate that the instance segmentation model achieves an mAP@50 of 92.0% for box detection and 91.9% for mask detection, improving by 3.2% and 3.4%, respectively, compared to the YOLOv8s-seg instance segmentation model. …”
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Single level UNet3D with multipath residual attention block for brain tumor segmentation by Agus Subhan Akbar, Chastine Fatichah, Nanik Suciati

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Efficient 3D Biomedical Image Segmentation by Parallelly Multiscale Transformer–CNN Aggregation Network by Wei Liu, Yuxiao He, Tiantian Man, Fulin Zhu, Qiaoliang Chen, Yaqi Huang, Xuyu Feng, Bin Li, Ying Wan, Jian He, Shengyuan Deng

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Segmentation-aided phase unwrapping for 3D reconstruction with airborne array-InSAR images by Zhang Xin, Hu Fengming, Xu Feng

Subjects: “…3D reconstruction…”
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FaultVitNet: A Vision Transformer Assisted Network for 3D Fault Segmentation by Chao Li, Sergey Fomel, Yangkang Chen, Robin Dommisse, Alexandros Savvaidis

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Small but mighty: Enhancing 3D point clouds semantic segmentation with U-Next framework by Ziyin Zeng, Qingyong Hu, Zhong Xie, Bijun Li, Jian Zhou, Yongyang Xu

“…We investigate the problem of 3D point clouds semantic segmentation. Recently, a large amount of research work has focused on local feature aggregation. …”
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Research on 3D Measurement and Rapid Location Technique for Assembling the Special-Shaped Structural Segments by Shilei Wang, Zhangming Wang, Qiankuan Feng

“…In this paper, a novel three-point method for segment attitude positioning is proposed based on the local coordinate system. …”
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