Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
DINO Soars: DINOv3 for Open-Vocabulary Semantic Segmentation of Remote Sensing Imagery	Ryan Faulkenberry, Saurabh Prasad	2026	arxiv 2605.03175
LASA: A Weak Supervision Method for Open-Vocabulary Scene Sketch Semantic Segmentation	Liwen Yi, Xianlin Zhang, Yue Zhang	2026	arxiv 2606.11837
Exploiting Local and Global Structure for Point Cloud Semantic Segmentation with Contextual Point Representations	Xu Wang, Jingming He, Lin Ma	2019	arxiv 1911.05277
RescueNet: A High Resolution UAV Semantic Segmentation Benchmark Dataset for Natural Disaster Damage Assessment	Maryam Rahnemoonfar, Tashnim Chowdhury, Robin Murphy	2022	arxiv 2202.12361
GIBLy: Improving 3D Semantic Segmentation through an Architecture-Agnostic Lightweight Geometric Inductive Bias Layer	Diogo Lavado, Alessandra Micheletti, Clàudia Soares	2026	arxiv 2605.24243
Agronav: Autonomous Navigation Framework for Agricultural Robots and Vehicles using Semantic Segmentation and Semantic Line Detection	Shivam K Panda, Yongkyu Lee, M. Khalid Jawed	2023	arxiv 2304.04333
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images	Michele Volpi, Devis Tuia	2018	arxiv 1808.07675
ReDAL: Region-based and Diversity-aware Active Learning for Point Cloud Semantic Segmentation	Tsung-Han Wu, Yueh-Cheng Liu, Yu-Kai Huang	2021	arxiv 2107.11769
Know Your Attention Maps: Class-specific Token Masking for Weakly Supervised Semantic Segmentation	Joelle Hanna, Damian Borth	2025	arxiv 2507.06848
SemiSegECG: A Multi-Dataset Benchmark for Semi-Supervised Semantic Segmentation in ECG Delineation	Minje Park, Jeonghwa Lim, Taehyung Yu	2025	arxiv 2507.18323
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation	Zhengyuan Xie, Haiquan Lu, Jia-wen Xiao	2024	arxiv 2407.14142
Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion Models	Pablo Marcos-Manchón, Roberto Alcover-Couso, Juan C. SanMiguel	2024	arxiv 2403.14291
Enhancing Ground-to-Aerial Image Matching for Visual Misinformation Detection Using Semantic Segmentation	Emanuele Mule, Matteo Pannacci, Ali Ghasemi Goudarzi	2025	arxiv 2502.06288
Not All Pixels Are Equal: Difficulty-aware Semantic Segmentation via Deep Layer Cascade	Xiaoxiao Li, Ziwei Liu, Ping Luo	2017	arxiv 1704.01344
Semantic Segmentation with a Sparse Convolutional Neural Network for Event Reconstruction in MicroBooNE	MicroBooNE collaboration: P. Abratenko, M. Alrashed, R. An	2020	arxiv 2012.08513
Maximizing Cosine Similarity Between Spatial Features for Unsupervised Domain Adaptation in Semantic Segmentation	Inseop Chung, Daesik Kim, Nojun Kwak	2021	arxiv 2102.13002
Overlap-Aware Feature Learning for Robust Unsupervised Domain Adaptation for 3D Semantic Segmentation	Junjie Chen, Yuecong Xu, Haosheng Li	2025	arxiv 2504.01668
STARS: Shared-specific Translation and Alignment for missing-modality Remote Sensing Semantic Segmentation	Tong Wang, Xiaodong Zhang, Guanzhou Chen	2026	arxiv 2601.17342
Conflict-Based Cross-View Consistency for Semi-Supervised Semantic Segmentation	Zicheng Wang, Zhen Zhao, Xiaoxia Xing	2023	arxiv 2303.01276
Multi-Granularity Distillation Scheme Towards Lightweight Semi-Supervised Semantic Segmentation	Jie Qin, Jie Wu, Ming Li	2022	arxiv 2208.10169

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