Research

Papers for “semantic segmentation”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

Title	Authors	Year	Source
FSDENet: A Frequency and Spatial Domains based Detail Enhancement Network for Remote Sensing Semantic Segmentation	Jiahao Fu, Yinfeng Yu, Liejun Wang	2025	arxiv 2510.00059
EMRA-proxy: Enhancing Multi-Class Region Semantic Segmentation in Remote Sensing Images with Attention Proxy	Yichun Yu, Yuqing Lan, Zhihuan Xing	2025	arxiv 2505.17665
Bayesian SegNet for Semantic Segmentation with Improved Interpretation of Microstructural Evolution During Irradiation of Materials	Marjolein Oostrom, Alex Hagen, Nicole LaHaye	2025	arxiv 2502.14184
Cross-Scale Pretraining: Enhancing Self-Supervised Learning for Low-Resolution Satellite Imagery for Semantic Segmentation	John Waithaka, Gustave Bwirayesu, Moise Busogi	2026	arxiv 2601.12964
Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation	Junyuan Ma, Xunzhi Xiang, Wenbin Li	2026	arxiv 2605.19340
Green for Go, Red for No: Visual Grounding via Semantic Segmentation for VLA Navigation Policies	Adrian Szvoren, Dimitrios Kanoulas, Nilufer Tuptuk	2026	arxiv 2607.05122
Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaging	Zdravko Marinov, Simon Rei\ss, David Kersting	2023	arxiv 2303.07126
Semantic Segmentation and Data Fusion of Microsoft Bing 3D Cities and Small UAV-based Photogrammetric Data	Meida Chen, Andrew Feng, Kyle McCullough	2020	arxiv 2008.09648
Fully-automated Body Composition Analysis in Routine CT Imaging Using 3D Semantic Segmentation Convolutional Neural Networks	Sven Koitka, Lennard Kroll, Eugen Malamutmann	2020	arxiv 2002.10776
Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance	Jiayi Zhao, Fei Teng, Kai Luo	2025	arxiv 2503.02581
Make me an Expert: Distilling from Generalist Black-Box Models into Specialized Models for Semantic Segmentation	Yasser Benigmim, Subhankar Roy, Khalid Oublal	2025	arxiv 2509.00509
A Real-Time Online Learning Framework for Joint 3D Reconstruction and Semantic Segmentation of Indoor Scenes	Davide Menini, Suryansh Kumar, Martin R. Oswald	2021	arxiv 2108.05246
AI for Agriculture: the Comparison of Semantic Segmentation Methods for Crop Mapping with Sentinel-2 Imagery	Irina Korotkova, Natalia Efremova	2023	arxiv 2311.12993
Semantic segmentation of longitudinal thermal images for identification of hot and cool spots in urban areas	Vasantha Ramani, Pandarasamy Arjunan, Kameshwar Poolla	2023	arxiv 2310.04247
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion	Kazi Shahriar Sanjid, Md. Tanzim Hossain, Md. Shakib Shahariar Junayed	2024	arxiv 2403.17432
AI-Powered Semantic Segmentation and Fluid Volume Calculation of Lung CT images in Covid-19 Patients	Sabeerali K.P, Saleena T.S, Dr.Muhamed Ilyas P	2021	arxiv 2110.15558
The STDyn-SLAM: A stereo vision and semantic segmentation approach for SLAM in dynamic outdoor environments	Daniela Esparza, Gerardo Flores	2020	arxiv 2010.09857
Reducing Annotation Effort by Identifying and Labeling Contextually Diverse Classes for Semantic Segmentation Under Domain Shift	Sharat Agarwal, Saket Anand, Chetan Arora	2022	arxiv 2210.06749
Towards High-Definition Maps: a Framework Leveraging Semantic Segmentation to Improve NDT Map Compression and Descriptivity	Petri Manninen, Heikki Hyyti, Ville Kyrki	2023	arxiv 2301.03956
Beyond Forward Shortcuts: Fully Convolutional Master-Slave Networks (MSNets) with Backward Skip Connections for Semantic Segmentation	Abrar H. Abdulnabi, Stefan Winkler, Gang Wang	2017	arxiv 1707.05537

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