Semantic Segmentation

SSeg

Assigns semantic labels to every pixel in an image. Enables precise scene understanding for applications like autonomous driving and medical imaging.

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Learning to Look Closer: A New Instance-Wise Loss for Small Cerebral Lesion Segmentation Luc Bouteille A. Jaus Jens Kleesiek Rainer Stiefelhagen Lukas Heine SSeg 88 0 0 21 Nov 2025
Post Processing of image segmentation using Conditional Random Fields Aashish Dhawan Pankaj Bodani Vishal Garg SSeg 92 0 0 10 Oct 2025
U-MAN: U-Net with Multi-scale Adaptive KAN Network for Medical Image Segmentation Bohan Huang Qianyun Bao Haoyuan Ma SSeg 202 0 0 26 Sep 2025
MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu SSeg 139 2 0 23 Sep 2025
AGILOped: Agile Open-Source Humanoid Robot for Research Grzegorz Ficht Luis Denninger Sven Behnke SSeg 116 0 0 11 Sep 2025
Unsupervised Instance Segmentation with SuperpixelsPattern Recognition (Pattern Recogn.), 2025 Cuong Manh Hoang SSeg 122 1 0 03 Sep 2025
Revisiting Efficient Semantic Segmentation: Learning Offsets for Better Spatial and Class Feature Alignment Shi-Chen Zhang Yunheng Li Yu-Huan Wu Qibin Hou Ming-Ming Cheng SSeg 136 1 0 12 Aug 2025
IAUNet: Instance-Aware U-Net Yaroslav Prytula Illia Tsiporenko Ali Zeynalli Dmytro Fishman SSeg 140 0 0 03 Aug 2025
ASP-FZN: A Translation-based Constraint Answer Set SolverTheory and Practice of Logic Programming (TPLP), 2025 Thomas Eiter Tobias Geibinger Tobias Kaminski Nysret Musliu J. Oetsch SSeg 159 0 0 30 Jul 2025
Investigating the Effect of Spatial Context on Multi-Task Sea Ice Segmentation Behzad Vahedi Rafael Pires de Lima Sepideh Jalayer Walter N. Meier A. Barrett M. Karimzadeh SSeg 136 0 0 28 Jul 2025
RARE-UNet: Resolution-Aligned Routing Entry for Adaptive Medical Image Segmentation Simon Winther Albertsen Hjalte Svaneborg Bjørnstrup Mostafa Mehdipour Ghazi SSeg 126 0 0 21 Jul 2025
A Novel Downsampling Strategy Based on Information Complementarity for Medical Image SegmentationInternational Conference on Information Photonics (ICIP), 2025 Wenbo Yue Chang Li Guoping Xu SSeg 111 1 0 20 Jul 2025
Semantic Segmentation based Scene Understanding in Autonomous Vehicles Ehsan Rassekh SSeg VLM 59 0 0 18 Jul 2025
FGSSNet: Feature-Guided Semantic Segmentation of Real World Floorplans Hugo Norrby Gabriel Färm Kevin Hernandez-Diaz Fernando Alonso-Fernandez SSeg 85 0 0 14 Jul 2025
MaxPoolBERT: Enhancing BERT Classification via Layer- and Token-Wise Aggregation Maike Behrendt Stefan Sylvius Wagner Stefan Harmeling SSeg 392 1 0 21 May 2025
Road Segmentation for ADAS/AD Applications Mathanesh Vellingiri Ramasamy Dimas Rizky Kurniasalim SSeg 147 1 0 18 May 2025
An Improved ResNet50 Model for Predicting Pavement Condition Index (PCI) Directly from Pavement ImagesInternational Journal on Road Materials and Pavement Design (JRMPD), 2025 Andrews Danyo Anthony Dontoh Armstrong Aboah SSeg 207 3 0 25 Apr 2025
Efficient Adaptation of Deep Neural Networks for Semantic Segmentation in Space ApplicationsScientific Reports (Sci Rep), 2025 Leonardo Olivi Edoardo Santero Mormile Enzo Tartaglione SSeg 251 0 0 22 Apr 2025
Leveraging Anatomical Priors for Automated Pancreas Segmentation on Abdominal CT Anisa V. Prasad T. Mathai P. Mukherjee Jianfei Liu Ronald M. Summers SSeg 223 3 0 09 Apr 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 488 1 0 11 Mar 2025
Steerable Pyramid Weighted Loss: Multi-Scale Adaptive Weighting for Semantic Segmentation Renhao Lu SSeg 244 4 0 09 Mar 2025
Real-Time Semantic Segmentation of Aerial Images Using an Embedded U-Net: A Comparison of CPU, GPU, and FPGA Workflows Julien Posso Hugo Kieffer Nicolas Menga Omar Hlimi Sébastien Tarris Hubert Guerard Guy Bois Matthieu Couderc Eric Jenn SSeg 181 1 0 07 Mar 2025
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image SegmentationIET Image Processing (IIP), 2025 Wang Jiangtao Nur Intan Raihana Ruhaiyem Fu Panpan SSeg 835 14 0 09 Feb 2025
Convolutional Neural Network Segmentation for Satellite Imagery Data to Identify Landforms Using U-Net Architecture Mitul Goswami Sainath Dey Aniruddha Mukherjee Suneeta Mohanty Prasant Kumar Pattnaik SSeg 155 2 0 08 Feb 2025
Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation Xuan Li Quanchao Lu Yankaiqi Li Muqing Li Yijiashun Qi SSeg 353 9 0 06 Feb 2025
Full-scale Representation Guided Network for Retinal Vessel SegmentationBMC Medical Imaging (BMC Med Imaging), 2025 Sunyong Seo Huisu Yoon Semin Kim SSeg 270 0 0 31 Jan 2025
LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical ImagesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Yujie Ding Shenghua Teng Zuoyong Li Xiao Chen SSeg 169 0 0 27 Jan 2025
Relation U-NetIEEE International Symposium on Biomedical Imaging (ISBI), 2025 Sheng He Rina Bao P. E. Grant Yangming Ou SSeg 179 0 0 17 Jan 2025
UCloudNet: A Residual U-Net with Deep Supervision for Cloud Image SegmentationIEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024 Yijie Li Hewei Wang Shaofan Wang Y. Lee M. S. Pathan Soumyabrata Dev SSeg 240 9 0 11 Jan 2025
Image Segmentation: Inducing graph-based learningElectronic imaging (EI), 2025 Aryan Singh Pepijn Van de Ven Ciarán Eising Patrick Denny SSeg 175 0 0 07 Jan 2025
Framework for lung CT image segmentation based on UNet++Applied and Computational Engineering (ACE), 2025 Hao Ziang Jingsi Zhang Lixian Li SSeg 178 4 0 05 Jan 2025
NewsHomepages: Homepage Layouts Capture Information Prioritization Decisions Ben Welsh Naitian Zhou Arda Kaz Michael Vu Alexander Spangher FAtt SSeg 325 1 0 03 Jan 2025
URoadNet: Dual Sparse Attentive U-Net for Multiscale Road Network Extraction Jie Song Yue Sun Ziyun Cai Liang Xiao Yawen Huang Yefeng Zheng SSeg 125 0 0 23 Dec 2024
A Deep Semantic Segmentation Network with Semantic and Contextual RefinementsIEEE transactions on multimedia (IEEE TMM), 2024 Liang Luo Deyin Liu Lin Yuanbo Wu Song Wang Xin Guo Lin Qi SSeg 270 6 0 11 Dec 2024
A feature refinement module for light-weight semantic segmentation networkInternational Conference on Information Photonics (ICIP), 2023 Liang Luo Xin Guo Song Wang Peixiao Zheng Lin Qi SSeg 312 2 0 11 Dec 2024
U-Net in Medical Image Segmentation: A Review of Its Applications Across Modalities Fnu Neha Deepshikha Bhati Deepak Kumar Shukla Sonavi Makarand Dalvi Nikolaos Mantzou Safa Shubbar SSeg 187 10 0 03 Dec 2024
OneNet: A Channel-Wise 1D Convolutional U-Net Sanghyun Byun Kayvan Shah Ayushi Gang Christopher Apton Jacob Song Woo Seong Chung SSeg 298 2 0 14 Nov 2024
Ambiguity is the last thing you need Emily Chivers Shawn Curran SSeg ELM AILaw 167 0 0 26 Oct 2024
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation Chenglin Fang Kaigui Wu SSeg 201 1 0 30 Sep 2024
AutoPET III Challenge: PET/CT Semantic Segmentation Reza Safdari Mohammad Koohi-Moghaddam Kyongtae Tyler Bae SSeg 135 0 0 19 Sep 2024
BAFNet: Bilateral Attention Fusion Network for Lightweight Semantic Segmentation of Urban Remote Sensing Images Wentao Wang Xili Wang SSeg 195 4 0 16 Sep 2024
Open Source Infrastructure for Automatic Cell Segmentation Aaron Rock Menezes Bharath Ramsundar SSeg VLM 169 0 0 12 Sep 2024
ICFRNet: Image Complexity Prior Guided Feature Refinement for Real-time Semantic SegmentationIEEE International Conference on Multimedia and Expo (ICME), 2024 Xin Zhang Teodor Boyadzhiev Jinglei Shi Jufeng Yang SSeg 207 1 0 25 Aug 2024
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUs Corné Verburg Alexander Heinlein Eric C. Cyr SSeg 150 0 0 31 Jul 2024
Word Segmentation for Asian Languages: Chinese, Korean, and Japanese Matthew Rho Yexin Tian Qin Chen SSeg 122 0 0 28 Jul 2024
Ensembling convolutional neural networks for human skin segmentation Patryk Kuban Michal Kawulok 3DH SSeg 222 0 0 27 Jul 2024
Sparse Refinement for Efficient High-Resolution Semantic Segmentation Zhijian Liu Zhuoyang Zhang Samir Khaki Shang Yang Haotian Tang Chenfeng Xu Kurt Keutzer Song Han SSeg 226 2 0 26 Jul 2024
Deep Learning for Pancreas Segmentation: a Systematic Review Andrea Moglia Matteo Cavicchioli Luca Mainardi Pietro Cerveri SSeg 91 0 0 23 Jul 2024
RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation Sarah Elmahdy Rodaina Hebishy Ali Hamdi SSeg 137 2 0 08 Jul 2024
Segmenting Medical Images: From UNet to Res-UNet and nnUNet Lina Huang A. Miron Kate Hone Yongmin Li SSeg 195 27 0 05 Jul 2024

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