Geo-UNet: A Geometrically Constrained Neural Framework for Clinical-Grade Lumen Segmentation in Intravascular Ultrasound by Chen, Yiming

“…Unfortunately, current segmentation networks like the UNet lack the precision required for clinical adoption in IVUS workflows. …”
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FPS-Net: a convolutional fusion network for large-scale LiDAR point cloud segmentation by Xiao, Aoran, Yang, Xiaofei, Lu, Shijian, Guan, Dayan, Huang, Jiaxing

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Emergent semantic segmentation: training-free dense-label-free extraction from vision-language models by Luo, Jiayun

“…PnP-OVSS leverages a VLM with direct text-to-image cross-attention and an image-text matching loss to produce semantic segmentation. However, cross-attention alone tends to over-segment, whereas cross-attention plus GradCAM tend to under-segment. …”
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Medio-lateral forefoot segmentation for clinical gait analysis based on metatarsal subunit rigidity and angular motion by Zavatsky, A, Chan, P-H, Stebbins, J

Mine yOur owN Anatomy: revisiting medical image segmentation with extremely limited labels by You, C, Dai, W, Liu, F, Min, Y, Dvornek, NC, Li, X, Clifton, DA, Staib, L, Duncan, JS

“…In this paper, we introduce a novel semi-supervised 2D medical image segmentation framework termed Mine yOur owNAnatomy (MONA), and make three contributions. …”

Fostering motivation in TVET students: the role of learner-paced segments and computational thinking in digital video learning by Wan Nor Ashiqin Wan Ali, Wan Ahmad Jaafar Wan Yahaya, Syed Zulkarnain Syed Idrus, Mohd Noorul Fakhri Yaacob

“…This study aims to address this gap by examining how learner-paced predefined segments and CT algorithmic thinking can impact TVET students' perceived motivation. …”
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LaCNet : real-time end-to-end arbitrary-shaped lane and curb detection with instance segmentation network by Zhou, Hui, Wang, Han, Zhang, Handuo, Hasith, Karunasekera

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The four facets of self-collection service for e-commerce delivery : conceptualisation and latent class analysis of user segments by Wang, Xueqin, Wong, Yiik Diew, Teo, Chee Chong, Yuen, Kum Fai, Feng, Xuehao

“…Based on the conceptualisation, five latent segments of the service are identified, which are labelled as Patrons, Traditionalists, Self-enhancers, Green-lovers and Haters (from the largest to the smallest segment). …”
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Automated segmentation of visceral, deep subcutaneous, and superficial subcutaneous adipose tissue volumes in MRI of neonates and young children by Kway, Yeshe Manuel, Thirumurugan, Kashthuri, Tint, Mya Thway, Michael, Navin, Shek, Lynette Pei-Chi, Yap, Fabian Kok Peng, Tan, Kok Hian, Godfrey, Keith M., Chong, Yap Seng, Fortier, Marielle Valerie, Marx, Ute C., Eriksson, Johan G., Lee, Yung Seng, Velan, S. Sendhil, Feng, Mengling, Sadananthan, Suresh Anand

“…Segmentation performance was assessed using Dice scores. …”
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Remote sensing applications of machine learning processes: satellite imagery road extraction using few shot segmentation by Ong, Grace Hui Lee

“…However, there is a dearth of studies associated with applying few-shot segmentation onto road extraction tasks. Hence, in this project, two main models: i) U-Net, a popular model for binary segmentation, and ii) PFENet, a state-of-the-art few-shot segmentation model, are trained to learn a classifier to segment roads from non-roads, and tested on a set of data from unseen classes. …”
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A novel method for segmenting growth of cells in sheared endothelial culture reveals the secretion of an anti-inflammatory mediator by Ghim, Mean, Pang, Kuin T., Arshad, Mehwish, Wang, Xiaomeng, Weinberg, Peter D.

Subjects: “…Segmenting Growth…”
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A Hybrid Active Contour and Artificial Bee Colony Algorithm for Segmenting Mixed-Meal Food Images (S/O: 13239) by Harun, Nor Hazlyna, Mahmuddin, Massudi, Harun, Hazaruddin

“…Active contour (snake) segmentation is extensively used in image processing and analysis applications particularly for identifying object boundaries. …”
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The ciliopathy protein TALPID3/KIAA0586 acts upstream of Rab8 activation in zebrafish photoreceptor outer segment formation and maintenance by Naharros, Irene Ojeda, Cristian, Flavia B., Zang, Jingjing, Gesemann, Matthias, Neuhauss, Stephan C. F., Bachmann-Gagescu, Ruxandra, Ingham, Philip William

“…Photoreceptors (PRs) are sensory neurons, whose primary cilium forms a highly specialized compartment called the outer segment (OS) responsible for sensing incoming light. …”
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Contextual object detection with multimodal large language models by Zang, Yuhang, Li, Wei, Han, Jun, Zhou, Kaiyang, Loy, Chen Change

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Characterization and application of natural and recombinant butelase-1 to improve industrial enzymes by end-to-end circularization by Hemu, Xinya, Zhang, Xiaohong, Nguyen, Giang K. T., To, Janet, Serra, Aida, Loo, Shining, Sze, Siu Kwan, Liu, Chuan-Fa, Tam, James P.

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Enhanced stress and changes to regional seismicity due to the 2015 Mw 7.8 Gorkha, Nepal, earthquake on the neighbouring segments of the Main Himalayan Thrust by Chan, Chung-Han, Wang, Yu, Almeida, Rafael, Yadav, R.B.S.

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Performance analysis of stator structure in divided teeth outer rotor embedded permanent magnet synchronous motor: salient pole stator vs segmented stator by Hairulnizam, Hairul F., Misron, Norhisam, Ibrahim, Nur A., Muhammad, Ezwan, Vaithilingam, Chockalingam A.

“…To improve torque characteristics, this study proposes an upgrade over the standard salient pole stator in a Permanent Magnet Synchronous Motor (PMSM) using a segmented stator. The rotor is externally oriented and has a permanent magnet (PM) incorporated in it. …”
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Deep learning-enabled 3D multimodal fusion of cone-beam CT and intraoral mesh scans for clinically applicable tooth-bone reconstruction by Liu, Jiaxiang, Hao, Jin, Lin, Hangzheng, Pan, Wei, Yang, Jianfei, Feng, Yang, Wang, Gaoang, Li, Jin, Jin, Zuolin, Zhao, Zhihe, Liu, Zuozhu

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ClusteringSDF: self-organized neural implicit surfaces for 3D decomposition by Wu, Tianhao, Zheng, Chuanxia, Cham, Tat-Jen, Wu, Qianyi

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Development of image-based method for the quantitative assessment of cartilage damage from CT as a biomarker in osteoarthritis by Zheng, J-Q

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