Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers	Sixiao Zheng, Jiachen Lu, Hengshuang Zhao	2020	arxiv 2012.15840
MetaFusion: Controlled False-Negative Reduction of Minority Classes in Semantic Segmentation	Robin Chan, Matthias Rottmann, Fabian Hüger	2019	arxiv 1912.07420
Decomposition-based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation	Xianping Ma, Xiaokang Zhang, Xingchen Ding	2024	arxiv 2404.04531
Soft labelling for semantic segmentation: Bringing coherence to label down-sampling	Roberto Alcover-Couso, Marcos Escudero-Vinolo, Juan C. SanMiguel	2023	arxiv 2302.13961
TFNet: Exploiting Temporal Cues for Fast and Accurate LiDAR Semantic Segmentation	Rong Li, ShiJie Li, Xieyuanli Chen	2023	arxiv 2309.07849
Graph-Segmenter: Graph Transformer with Boundary-aware Attention for Semantic Segmentation	Zizhang Wu, Yuanzhu Gan, Tianhao Xu	2023	arxiv 2308.07592
SegViTv2: Exploring Efficient and Continual Semantic Segmentation with Plain Vision Transformers	Bowen Zhang, Liyang Liu, Minh Hieu Phan	2023	arxiv 2306.06289
CIT: Rethinking Class-incremental Semantic Segmentation with a Class Independent Transformation	Jinchao Ge, Bowen Zhang, Akide Liu	2024	arxiv 2411.02715
Cross-Domain Semantic Segmentation with Large Language Model-Assisted Descriptor Generation	Philip Hughes, Larry Burns, Luke Adams	2025	arxiv 2501.16467
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation	Zhen Zhao, Sifan Long, Jimin Pi	2022	arxiv 2211.11335
Navya3DSeg -- Navya 3D Semantic Segmentation Dataset & split generation for autonomous vehicles	Alexandre Almin, Léo Lemarié, Anh Duong	2023	arxiv 2302.08292
Bootstrapping Video Semantic Segmentation Model via Distillation-assisted Test-Time Adaptation	Jihun Kim, Hoyong Kwon, Hyeokjun Kweon	2026	arxiv 2604.10950
Multi-Modal Attention-based Fusion Model for Semantic Segmentation of RGB-Depth Images	Fahimeh Fooladgar, Shohreh Kasaei	2019	arxiv 1912.11691
Robust Multispectral Semantic Segmentation under Missing or Full Modalities via Structured Latent Projection	Irem Ulku, Erdem Akagündüz, Ömer Özgür Tanr\iöver	2026	arxiv 2604.15856
SSG2: A new modelling paradigm for semantic segmentation	Foivos I. Diakogiannis, Suzanne Furby, Peter Caccetta	2023	arxiv 2310.08671
Multi-Modal Prototypes for Open-World Semantic Segmentation	Yuhuan Yang, Chaofan Ma, Chen Ju	2023	arxiv 2307.02003
Prediction Calibration for Generalized Few-shot Semantic Segmentation	Zhihe Lu, Sen He, Da Li	2022	arxiv 2210.08290
Border-SegGCN: Improving Semantic Segmentation by Refining the Border Outline using Graph Convolutional Network	Naina Dhingra, George Chogovadze, Andreas Kunz	2021	arxiv 2109.05353
Incorporating Luminance, Depth and Color Information by a Fusion-based Network for Semantic Segmentation	Shang-Wei Hung, Shao-Yuan Lo, Hsueh-Ming Hang	2018	arxiv 1809.09077
Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions	Pingping Dai, Licong Dong, Ruihan Zhang	2022	arxiv 2203.10507

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