Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing	Aliaksei Petsiuk, Harnoor Singh, Himanshu Dadhwal	2022	arxiv 2210.07466
AICSD: Adaptive Inter-Class Similarity Distillation for Semantic Segmentation	Amir M. Mansourian, Rozhan Ahmadi, Shohreh Kasaei	2023	arxiv 2308.04243
S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing	Liang Lv, Di Wang, Jing Zhang	2025	arxiv 2508.12409
Foundation Model Drives Weakly Incremental Learning for Semantic Segmentation	Chaohui Yu, Qiang Zhou, Jingliang Li	2023	arxiv 2302.14250
LoopDA: Constructing Self-loops to Adapt Nighttime Semantic Segmentation	Fengyi Shen, Zador Pataki, Akhil Gurram	2022	arxiv 2211.11870
Pseudolabel guided pixels contrast for domain adaptive semantic segmentation	Jianzi Xiang, Cailu Wan, Zhu Cao	2025	arxiv 2501.09040
SideInfNet: A Deep Neural Network for Semi-Automatic Semantic Segmentation with Side Information	Jing Yu Koh, Duc Thanh Nguyen, Quang-Trung Truong	2020	arxiv 2002.02634
Uncertainty and Interpretability in Convolutional Neural Networks for Semantic Segmentation of Colorectal Polyps	Kristoffer Wickstr\om, Michael Kampffmeyer, Robert Jenssen	2018	arxiv 1807.10584
Plugging Self-Supervised Monocular Depth into Unsupervised Domain Adaptation for Semantic Segmentation	Adriano Cardace, Luca De Luigi, Pierluigi Zama Ramirez	2021	arxiv 2110.06685
Multi-Scale Feature Fusion: Learning Better Semantic Segmentation for Road Pothole Detection	Jiahe Fan, Mohammud J. Bocus, Brett Hosking	2021	arxiv 2112.13082
Algorithms for Semantic Segmentation of Multispectral Remote Sensing Imagery using Deep Learning	Ronald Kemker, Carl Salvaggio, Christopher Kanan	2017	arxiv 1703.06452
DODA: Data-oriented Sim-to-Real Domain Adaptation for 3D Semantic Segmentation	Runyu Ding, Jihan Yang, Li Jiang	2022	arxiv 2204.01599
Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network	Francesco Barbato, Elena Camuffo, Simone Milani	2023	arxiv 2308.04702
SpaceMeshLab: Spatial Context Memoization and Meshgrid Atrous Convolution Consensus for Semantic Segmentation	Taehun Kim, Jinseong Kim, Daijin Kim	2021	arxiv 2106.04025
Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic Segmentation	Dengke Zhang, Quan Tang, Fagui Liu	2025	arxiv 2503.02459
ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements	M. Arda Ayd\in, Efe Mert Ç\irpar, Elvin Abdinli	2024	arxiv 2411.12044
1st Place Solution of The Robust Vision Challenge 2022 Semantic Segmentation Track	Junfei Xiao, Zhichao Xu, Shiyi Lan	2022	arxiv 2210.12852
CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought Language Prompting	Lei Li	2023	arxiv 2310.16069
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free	Monika Wysoczańska, Michaël Ramamonjisoa, Tomasz Trzciński	2023	arxiv 2309.14289
PCA-aided Fully Convolutional Networks for Semantic Segmentation of Multi-channel fMRI	Lei Tai, Haoyang Ye, Qiong Ye	2016	arxiv 1610.01732

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