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
3D-PointZshotS: Geometry-Aware 3D Point Cloud Zero-Shot Semantic Segmentation Narrowing the Visual-Semantic Gap	Minmin Yang, Huantao Ren, Senem Velipasalar	2025	arxiv 2504.12442
UKANFormer: Noise-Robust Semantic Segmentation for Coral Reef Mapping via a Kolmogorov-Arnold Network-Transformer Hybrid	Tianyang Dou, Ming Li, Jiangying Qin	2025	arxiv 2510.16730
Targeted Semantic Segmentation of Himalayan Glacial Lakes Using Time-Series SAR: Towards Automated GLOF Early Warning	Pawan Adhikari, Satish Raj Regmi, Hari Ram Shrestha	2025	arxiv 2512.24117
Hyper-V2X: Hypernetworks for Estimating Epistemic and Aleatoric Uncertainty in Cooperative Bird's-Eye-View Semantic Segmentation	Abhishek Dinkar Jagtap, Sanath Tiptur Sadashivaiah, Andreas Festag	2026	arxiv 2605.21309
An End-to-end Approach to Semantic Segmentation with 3D CNN and Posterior-CRF in Medical Images	Shuai Chen, Marleen de Bruijne	2018	arxiv 1811.03549
SWCF-Net: Similarity-weighted Convolution and Local-global Fusion for Efficient Large-scale Point Cloud Semantic Segmentation	Zhenchao Lin, Li He, Hongqiang Yang	2024	arxiv 2406.11441
Imbalance Knowledge-Driven Multi-modal Network for Land-Cover Semantic Segmentation Using Images and LiDAR Point Clouds	Yameng Wang, Yi Wan, Yongjun Zhang	2023	arxiv 2303.15777
Multiclass Semantic Segmentation to Identify Anatomical Sub-Regions of Brain and Measure Neuronal Health in Parkinson's Disease	Hosein Barzekar, Hai Ngu, Han Hui Lin	2023	arxiv 2301.02925
H-Net: A Multitask Architecture for Simultaneous 3D Force Estimation and Stereo Semantic Segmentation in Intracardiac Catheters

When Imbalance Comes Twice: Active Learning under Simulated Class Imbalance and Label Shift in Binary Semantic Segmentation	Julien Combes, Alexandre Derville, Jean-François Coeurjolly	2026	arxiv 2601.06209

Multi-Modal Semantic Segmentation of Electrolyzer Components for Sustainable Hydrogen Technologies: A Dual-Branch Deep Learning Approach	Wasimul Karim, Nur Mohammad Fahad, Abdul Hasib Siddique	2026	arxiv 2607.16056

Training CNN Classifiers for Semantic Segmentation using Partially Annotated Images: with Application on Human Thigh and Calf MRI	Chun Kit Wong, Stephanie Marchesseau, Maria Kalimeri	2020	arxiv 2008.07030

From CAD models to soft point cloud labels: An automatic annotation pipeline for cheaply supervised 3D semantic segmentation	Galadrielle Humblot-Renaux, Simon Buus Jensen, Andreas M\ogelmose	2023	arxiv 2302.03114