SOTA2 Research · papers

Papers for “semantic segmentation”

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

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20 indexed

Title	Authors	Year	Source
RSAM-Seg: A SAM-based Approach with Prior Knowledge Integration for Remote Sensing Image Semantic Segmentation	Jie Zhang, Xubing Yang, Rui Jiang	2024	arxiv 2402.19004
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI	Lei Su	2025	arxiv 2505.08430
A generalised pre-training strategy for deep learning networks in semantic segmentation of remotely sensed images	Yuan Fang, Yuanzhi Cai, Jagannath Aryal	2026	arxiv 2604.27704
Using Unsupervised Domain Adaptation Semantic Segmentation for Pulmonary Embolism Detection in Computed Tomography Pulmonary Angiogram (CTPA) Images	Wen-Liang Lin, Yun-Chien Cheng	2026	arxiv 2602.19891
Bidirectional Cross-Attention Fusion of High-Resolution RGB and Low-Resolution Hyperspectral Inputs for Multimodal Semantic Segmentation	Jonas V. Funk, Lukas Roming, Andreas Michel	2026	arxiv 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 Understanding	Boyan Wang, Yongxi Huang, Wenjing Li	2026	arxiv 2606.23113
DWRSeg: Rethinking Efficient Acquisition of Multi-scale Contextual Information for Real-time Semantic Segmentation	Haoran Wei, Xu Liu, Shouchun Xu	2022	arxiv 2212.01173
Fully Convolutional Neural Network for Semantic Segmentation of Anatomical Structure and Pathologies in Colour Fundus Images Associated with Diabetic Retinopathy	Oindrila Saha, Rachana Sathish, Debdoot Sheet	2019	arxiv 1902.03122
Benchmarking Deep Learning Models for Aerial LiDAR Point Cloud Semantic Segmentation under Real Acquisition Conditions: A Case Study in Navarre

Seeing Beyond Cancer: Multi-Institutional Validation of Object Localization and 3D Semantic Segmentation using Deep Learning for Breast MRI	Arda Pekis, Vignesh Kannan, Evandros Kaklamanos	2023	arxiv 2311.16213

A Framework for Real-Time Volcano-Seismic Event Recognition Based on Multi-Station Seismograms and Semantic Segmentation Models	Camilo Espinosa-Curilem, Millaray Curilem, Daniel Basualto	2024	arxiv 2410.20595

Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images	Jhon Jairo Saenz-Gamboa, Julio Domenech, Antonio Alonso-Manjarrés	2021	arxiv 2111.08712