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Papers for “semantic segmentation”

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

TitleAuthorsYearSource
RSAM-Seg: A SAM-based Approach with Prior Knowledge Integration for Remote Sensing Image Semantic SegmentationJie Zhang, Xubing Yang, Rui Jiang2024arxiv 2402.19004
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSILei Su2025arxiv 2505.08430
A generalised pre-training strategy for deep learning networks in semantic segmentation of remotely sensed imagesYuan Fang, Yuanzhi Cai, Jagannath Aryal2026arxiv 2604.27704
Using Unsupervised Domain Adaptation Semantic Segmentation for Pulmonary Embolism Detection in Computed Tomography Pulmonary Angiogram (CTPA) ImagesWen-Liang Lin, Yun-Chien Cheng2026arxiv 2602.19891
Bidirectional Cross-Attention Fusion of High-Resolution RGB and Low-Resolution Hyperspectral Inputs for Multimodal Semantic SegmentationJonas V. Funk, Lukas Roming, Andreas Michel2026arxiv 2603.13941
Technical Report for the ICRA 2026 GOOSE 2D Fine-Grained Semantic Segmentation Challenge: Pretraining-Diverse Ensemble of Foundation Vision Encoders for Robust Outdoor Scene UnderstandingBoyan Wang, Yongxi Huang, Wenjing Li2026arxiv 2606.23113
DWRSeg: Rethinking Efficient Acquisition of Multi-scale Contextual Information for Real-time Semantic SegmentationHaoran Wei, Xu Liu, Shouchun Xu2022arxiv 2212.01173
Fully Convolutional Neural Network for Semantic Segmentation of Anatomical Structure and Pathologies in Colour Fundus Images Associated with Diabetic RetinopathyOindrila Saha, Rachana Sathish, Debdoot Sheet2019arxiv 1902.03122
Benchmarking Deep Learning Models for Aerial LiDAR Point Cloud Semantic Segmentation under Real Acquisition Conditions: A Case Study in NavarreAlex Salvatierra, José Antonio Sanz, Christian Gutiérrez2026arxiv 2603.22229
Source-Free Domain Adaptive Semantic Segmentation of Remote Sensing Images with Diffusion-Guided Label EnrichmentWenjie Liu, Hongmin Liu, Lixin Zhang2025arxiv 2509.18502
Semantic Segmentation of Transparent and Opaque Drinking Glasses with the Help of Zero-shot LearningAnnalena Blänsdorf, Tristan Wirth, Arne Rak2025arxiv 2503.15004
Tackling Ambiguity from Perspective of Uncertainty Inference and Affinity Diversification for Weakly Supervised Semantic SegmentationZhiwei Yang, Yucong Meng, Kexue Fu2024arxiv 2404.08195
Sparse-to-dense Feature Matching: Intra and Inter domain Cross-modal Learning in Domain Adaptation for 3D Semantic SegmentationDuo Peng, Yinjie Lei, Wen Li2021arxiv 2107.14724
Seeing Beyond Cancer: Multi-Institutional Validation of Object Localization and 3D Semantic Segmentation using Deep Learning for Breast MRIArda Pekis, Vignesh Kannan, Evandros Kaklamanos2023arxiv 2311.16213
Active learning for efficient annotation in precision agriculture: a use-case on crop-weed semantic segmentationBart M. van Marrewijk, Charbel Dandjinou, Dan Jeric Arcega Rustia2024arxiv 2404.02580
Data-Efficient Semantic Segmentation of 3D Point Clouds via Open-Vocabulary Image Segmentation-based Pseudo-LabelingTakahiko Furuya2026arxiv 2604.11007
A Framework for Real-Time Volcano-Seismic Event Recognition Based on Multi-Station Seismograms and Semantic Segmentation ModelsCamilo Espinosa-Curilem, Millaray Curilem, Daniel Basualto2024arxiv 2410.20595
Generalized Few-Shot Meets Remote Sensing: Discovering Novel Classes in Land Cover Mapping via Hybrid Semantic Segmentation FrameworkZhuohong Li, Fangxiao Lu, Jiaqi Zou2024arxiv 2404.12721
Semi-Supervised Semantic Segmentation of Cell Nuclei via Diffusion-based Large-Scale Pre-Training and Collaborative LearningZhuchen Shao, Sourya Sengupta, Hua Li2023arxiv 2308.04578
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance ImagesJhon Jairo Saenz-Gamboa, Julio Domenech, Antonio Alonso-Manjarrés2021arxiv 2111.08712