Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Unsupervised Domain Adaptation in Semantic Segmentation Based on Pixel Alignment and Self-Training	Hexin Dong, Fei Yu, Jie Zhao	2021	arxiv 2109.14219
Real-Time Semantic Segmentation using Hyperspectral Images for Mapping Unstructured and Unknown Environments	Anthony Medellin, Anant Bhamri, Reza Langari	2023	arxiv 2303.15623
Progressively Growing Generative Adversarial Networks for High Resolution Semantic Segmentation of Satellite Images	Edward Collier, Kate Duffy, Sangram Ganguly	2019	arxiv 1902.04604
Alleviating Semantic-level Shift: A Semi-supervised Domain Adaptation Method for Semantic Segmentation	Zhonghao Wang, Yunchao Wei, Rogerior Feris	2020	arxiv 2004.00794
Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-Net	Amartya Kalapahar, Julio Silva-Rodríguez, Adrián Colomer	2020	arxiv 2005.11368
SNE-RoadSeg: Incorporating Surface Normal Information into Semantic Segmentation for Accurate Freespace Detection	Rui Fan, Hengli Wang, Peide Cai	2020	arxiv 2008.11351
Semantic Segmentation of Histopathological Slides for the Classification of Cutaneous Lymphoma and Eczema	Jérémy Scheurer, Claudio Ferrari, Luis Berenguer Todo Bom	2020	arxiv 2009.05403
Convolution Neural Networks for Semantic Segmentation: Application to Small Datasets of Biomedical Images	Vitaly Nikolaev	2020	arxiv 2011.01747
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization	Luke Melas-Kyriazi, Christian Rupprecht, Iro Laina	2022	arxiv 2205.07839
Efficient textual explanations for complex road and traffic scenarios based on semantic segmentation	Yiyue Zhao, Xinyu Yun, Chen Chai	2022	arxiv 2205.14118
Twin Deformable Point Convolutions for Point Cloud Semantic Segmentation in Remote Sensing Scenes	Yong-Qiang Mao, Hanbo Bi, Xuexue Li	2024	arxiv 2405.19735
AuxAdapt: Stable and Efficient Test-Time Adaptation for Temporally Consistent Video Semantic Segmentation	Yizhe Zhang, Shubhankar Borse, Hong Cai	2021	arxiv 2110.12369
Skyline variations allow estimating distance to trees on landscape photos using semantic segmentation	Laura Martinez-Sanchez, Daniele Borio, Raphaël d'Andrimont	2022	arxiv 2201.08816
Intelligent Railroad Grade Crossing: Leveraging Semantic Segmentation and Object Detection for Enhanced Safety	Al Amin, Deo Chimba, Kamrul Hasan	2024	arxiv 2403.11060
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images	Jitesh Joshi, Nadia Bianchi-Berthouze, Youngjun Cho	2022	arxiv 2209.10700
DiffuMask: Synthesizing Images with Pixel-level Annotations for Semantic Segmentation Using Diffusion Models	Weijia Wu, Yuzhong Zhao, Mike Zheng Shou	2023	arxiv 2303.11681
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation	Jingyi Xu, Weidong Yang, Lingdong Kong	2024	arxiv 2403.10001
LERENet: Eliminating Intra-class Differences for Metal Surface Defect Few-shot Semantic Segmentation	Hanze Ding, Zhangkai Wu, Jiyan Zhang	2024	arxiv 2403.11122
vFusedSeg3D: 3rd Place Solution for 2024 Waymo Open Dataset Challenge in Semantic Segmentation	Osama Amjad, Ammad Nadeem	2024	arxiv 2408.15254
Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation	Negin Ghamsarian, Sahar Nasirihaghighi, Klaus Schoeffmann	2025	arxiv 2505.07691

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