Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes	Masahiro Yasuda, Binh Thien Nguyen, Noboru Harada	2025	arxiv 2506.10676
FRACTAL: An Ultra-Large-Scale Aerial Lidar Dataset for 3D Semantic Segmentation of Diverse Landscapes	Charles Gaydon, Michel Daab, Floryne Roche	2024	arxiv 2405.04634
Open-Vocabulary Semantic Segmentation with Uncertainty Alignment for Robotic Scene Understanding in Indoor Building Environments	Yifan Xu, Vineet Kamat, Carol Menassa	2025	arxiv 2503.23105
Adaptive feature recombination and recalibration for semantic segmentation: application to brain tumor segmentation in MRI	Sérgio Pereira, Victor Alves, Carlos A. Silva	2018	arxiv 1806.02318
Structure-Aware Feature Rectification with Region Adjacency Graphs for Training-Free Open-Vocabulary Semantic Segmentation	Qiming Huang, Hao Ai, Jianbo Jiao	2025	arxiv 2512.07360
Subimage Overlap Prediction: Task-Aligned Self-Supervised Pretraining For Semantic Segmentation In Remote Sensing Imagery	Lakshay Sharma, Alex Marin	2026	arxiv 2601.01781
Seeking Consensus: Geometric-Semantic On-the-Fly Recalibration for Open-Vocabulary Remote Sensing Semantic Segmentation	Guanchun Wang, Chenxiao Wu, Xiangrong Zhang	2026	arxiv 2604.26221
Focus on Your Target: A Dual Teacher-Student Framework for Domain-adaptive Semantic Segmentation	Xinyue Huo, Lingxi Xie, Wengang Zhou	2023	arxiv 2303.09083
Polarimetric SAR Image Semantic Segmentation with 3D Discrete Wavelet Transform and Markov Random Field	Haixia Bi, Lin Xu, Xiangyong Cao	2020	arxiv 2008.11014
PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training	An Tran, Ali Zonoozi, Jagannadan Varadarajan	2020	arxiv 2010.06932
The Ethical Dilemma when (not) Setting up Cost-based Decision Rules in Semantic Segmentation	Robin Chan, Matthias Rottmann, Radin Dardashti	2019	arxiv 1907.01342
Unlocking Robust Semantic Segmentation Performance via Label-only Elastic Deformations against Implicit Label Noise	Yechan Kim, Dongho Yoon, Younkwan Lee	2025	arxiv 2508.10383
MSCFNet: A Lightweight Network With Multi-Scale Context Fusion for Real-Time Semantic Segmentation	Guangwei Gao, Guoan Xu, Yi Yu	2021	arxiv 2103.13044
ItNet: iterative neural networks with small graphs for accurate, efficient and anytime semantic segmentation	Thomas Pfeil	2021	arxiv 2101.08685
FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery	Anatol Garioud, Nicolas Gonthier, Loic Landrieu	2023	arxiv 2310.13336
LIX: Implicitly Infusing Spatial Geometric Prior Knowledge into Visual Semantic Segmentation for Autonomous Driving	Sicen Guo, Ziwei Long, Zhiyuan Wu	2024	arxiv 2403.08215
Less is More: Towards Efficient Few-shot 3D Semantic Segmentation via Training-free Networks	Xiangyang Zhu, Renrui Zhang, Bowei He	2023	arxiv 2308.12961
Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization	Haoyu Ma, Xiangru Lin, Zifeng Wu	2021	arxiv 2103.13041
3D Semantic Segmentation in the Wild: Learning Generalized Models for Adverse-Condition Point Clouds	Aoran Xiao, Jiaxing Huang, Weihao Xuan	2023	arxiv 2304.00690
GeomPrompt: Geometric Prompt Learning for RGB-D Semantic Segmentation Under Missing and Degraded Depth	Krishna Jaganathan, Patricio Vela	2026	arxiv 2604.11585

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