Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Retro-FPN: Retrospective Feature Pyramid Network for Point Cloud Semantic Segmentation	Peng Xiang, Xin Wen, Yu-Shen Liu	2023	arxiv 2308.09314
Mapping Auto-context Decision Forests to Deep ConvNets for Semantic Segmentation	David L. Richmond, Dagmar Kainmueller, Michael Y. Yang	2015	arxiv 1507.07583
SAGE: Style-Adaptive Generalization for Privacy-Constrained Semantic Segmentation Across Domains	Qingmei Li, Yang Zhang, Peifeng Zhang	2025	arxiv 2512.02369
PEARL: Geometry Aligns Semantics for Training-Free Open-Vocabulary Semantic Segmentation	Gensheng Pei, Xiruo Jiang, Xinhao Cai	2026	arxiv 2603.21528
Riverine Land Cover Mapping through Semantic Segmentation of Multispectral Point Clouds	Sopitta Thurachen, Josef Taher, Matti Lehtomäki	2026	arxiv 2603.22230
Multitask Network for Joint Object Detection, Semantic Segmentation and Human Pose Estimation in Vehicle Occupancy Monitoring	Nikolas Ebert, Patrick Mangat, Oliver Wasenmüller	2022	arxiv 2205.01515
Mix-and-Match Tuning for Self-Supervised Semantic Segmentation	Xiaohang Zhan, Ziwei Liu, Ping Luo	2017	arxiv 1712.00661
SFNet: Faster and Accurate Semantic Segmentation via Semantic Flow	Xiangtai Li, Jiangning Zhang, Yibo Yang	2022	arxiv 2207.04415
OAFuser: Towards Omni-Aperture Fusion for Light Field Semantic Segmentation	Fei Teng, Jiaming Zhang, Kunyu Peng	2023	arxiv 2307.15588
Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation	Chongjie Si, Xuehui Wang, Xiaokang Yang	2024	arxiv 2404.11981
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation	Jiayi Chen, Rong Quan, Jie Qin	2024	arxiv 2405.15265
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic Segmentation	Yiyang Chen, Shanshan Zhao, Changxing Ding	2023	arxiv 2308.02883
Transfer Learning from Synthetic to Real LiDAR Point Cloud for Semantic Segmentation	Aoran Xiao, Jiaxing Huang, Dayan Guan	2021	arxiv 2107.05399
GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference	Peng Tu, Yawen Huang, Feng Zheng	2021	arxiv 2112.14015
Dual-Flattening Transformers through Decomposed Row and Column Queries for Semantic Segmentation	Ying Wang, Chiuman Ho, Wenju Xu	2022	arxiv 2201.09139
Augmentation Invariance and Adaptive Sampling in Semantic Segmentation of Agricultural Aerial Images	Antonio Tavera, Edoardo Arnaudo, Carlo Masone	2022	arxiv 2204.07969
PDNet: Semantic Segmentation integrated with a Primal-Dual Network for Document binarization	Kalyan Ram Ayyalasomayajula, Filip Malmberg, Anders Brun	2018	arxiv 1801.08694
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic Segmentation	Xiaoyan Li, Gang Zhang, Hongyu Pan	2022	arxiv 2204.09914
A Causal Intervention Scheme for Semantic Segmentation of Quasi-periodic Cardiovascular Signals	Xingyao Wang, Yuwen Li, Hongxiang Gao	2022	arxiv 2209.09018
ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation	Yanchao Yang, Hanxiang Ren, He Wang	2021	arxiv 2107.14285

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