Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Symbolic Semantic Segmentation and Interpretation of COVID-19 Lung Infections in Chest CT volumes based on Emergent Languages	Aritra Chowdhury, Alberto Santamaria-Pang, James R. Kubricht	2020	arxiv 2008.09866
Efficiently Expanding Receptive Fields: Local Split Attention and Parallel Aggregation for Enhanced Large-scale Point Cloud Semantic Segmentation	Haodong Wang, Chongyu Wang, Yinghui Quan	2024	arxiv 2409.01662
Self-Supervised Learning to Fly using Efficient Semantic Segmentation and Metric Depth Estimation for Low-Cost Autonomous UAVs	Sebastian Mocanu, Emil Slusanschi, Marius Leordeanu	2025	arxiv 2510.16624
Label-Efficient 3D Forest Mapping: Self-Supervised and Transfer Learning for Instance Segmentation, Semantic Segmentation, and Species Classification	Aldino Rizaldy, Fabian Ewald Fassnacht, Ahmed Jamal Afifi	2025	arxiv 2511.06331
Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation	Mohammad Mashayekhi, Sara Ahmadi Majd, Arian Amiramjadi	2023	arxiv 2305.06236
Multi-view Self-Constructing Graph Convolutional Networks with Adaptive Class Weighting Loss for Semantic Segmentation	Qinghui Liu, Michael Kampffmeyer, Robert Jenssen	2020	arxiv 2004.10327
Prototype-Based Pseudo-Label Denoising for Source-Free Domain Adaptation in Remote Sensing Semantic Segmentation	Bin Wang, Fei Deng, Zeyu Chen	2025	arxiv 2509.16942
Description and Discussion on DCASE 2026 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes	Binh Thien Nguyen, Masahiro Yasuda, Noboru Harada	2026	arxiv 2604.00776
Object-Based Augmentation Improves Quality of Remote Sensing Semantic Segmentation	Svetlana Illarionova, Sergey Nesteruk, Dmitrii Shadrin	2021	arxiv 2105.05516
Point Attention Network for Semantic Segmentation of 3D Point Clouds	Mingtao Feng, Liang Zhang, Xuefei Lin	2019	arxiv 1909.12663
Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation	Yuyang Zhao, Zhun Zhong, Na Zhao	2022	arxiv 2204.02548
Meta-RangeSeg: LiDAR Sequence Semantic Segmentation Using Multiple Feature Aggregation	Song Wang, Jianke Zhu, Ruixiang Zhang	2022	arxiv 2202.13377
Learning Modality-agnostic Representation for Semantic Segmentation from Any Modalities	Xu Zheng, Yuanhuiyi Lyu, Lin Wang	2024	arxiv 2407.11351
MUSTER: A Multi-scale Transformer-based Decoder for Semantic Segmentation	Jing Xu, Wentao Shi, Pan Gao	2022	arxiv 2211.13928
Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation	Jie Qin, Jie Wu, Xuefeng Xiao	2021	arxiv 2112.08996
C3: Concentrated-Comprehensive Convolution and its application to semantic segmentation	Hyojin Park, Youngjoon Yoo, Geonseok Seo	2018	arxiv 1812.04920
Hybrid Multiple Attention Network for Semantic Segmentation in Aerial Images	Ruigang Niu, Xian Sun, Yu Tian	2020	arxiv 2001.02870
Equirectangular image construction method for standard CNNs for Semantic Segmentation	Haoqian Chen, Jian Liu, Minghe Li	2023	arxiv 2310.09122
A Deep Semantic Segmentation Network with Semantic and Contextual Refinements	Zhiyan Wang, Deyin Liu, Lin Yuanbo Wu	2024	arxiv 2412.08671
Learning Open-vocabulary Semantic Segmentation Models From Natural Language Supervision	Jilan Xu, Junlin Hou, Yuejie Zhang	2023	arxiv 2301.09121

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