Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation	Sung-Hoon Yoon, Hyeokjun Kweon, Jaeseok Jeong	2021	arxiv 2112.05351
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation	Li Gao, Jing Zhang, Lefei Zhang	2021	arxiv 2107.09600
C^2DA: Contrastive and Context-aware Domain Adaptive Semantic Segmentation	Md. Al-Masrur Khan, Zheng Chen, Lantao Liu	2024	arxiv 2410.19748
Attention-based Class Activation Diffusion for Weakly-Supervised Semantic Segmentation	Jianqiang Huang, Jian Wang, Qianru Sun	2022	arxiv 2211.10931
MCTformer+: Multi-Class Token Transformer for Weakly Supervised Semantic Segmentation	Lian Xu, Mohammed Bennamoun, Farid Boussaid	2023	arxiv 2308.03005
Bottom-Up Top-Down Cues for Weakly-Supervised Semantic Segmentation	Qinbin Hou, Puneet Kumar Dokania, Daniela Massiceti	2016	arxiv 1612.02101
Source-Free Domain Adaptation for Geospatial Point Cloud Semantic Segmentation	Yuan Gao, Di Cao, Xiaohuan Xi	2026	arxiv 2601.08375
Modeling the Label Distributions for Weakly-Supervised Semantic Segmentation	Linshan Wu, Zhun Zhong, Jiayi Ma	2024	arxiv 2403.13225
CARD: Semantic Segmentation with Efficient Class-Aware Regularized Decoder	Ye Huang, Di Kang, Liang Chen	2023	arxiv 2301.04258
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks	Danfeng Hong, Bing Zhang, Hao Li	2023	arxiv 2309.16499
WeGleNet: A Weakly-Supervised Convolutional Neural Network for the Semantic Segmentation of Gleason Grades in Prostate Histology Images	Julio Silva-Rodríguez, Adrián Colomer, Valery Naranjo	2021	arxiv 2105.10445
FBSNet: A Fast Bilateral Symmetrical Network for Real-Time Semantic Segmentation	Guangwei Gao, Guoan Xu, Juncheng Li	2021	arxiv 2109.00699
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention	Xin Yang, Wending Yan, Yuan Yuan	2024	arxiv 2401.07459
Exploiting a Joint Embedding Space for Generalized Zero-Shot Semantic Segmentation	Donghyeon Baek, Youngmin Oh, Bumsub Ham	2021	arxiv 2108.06536
Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation	Feilong Tang, Zhongxing Xu, Zhaojun Qu	2024	arxiv 2403.07630
gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic Segmentation	Hui Xie, Weiyu Xu, Ya Xing Wang	2023	arxiv 2312.04713
Revisiting Generative Adversarial Networks for Binary Semantic Segmentation on Imbalanced Datasets	Lei Xu, Moncef Gabbouj	2024	arxiv 2402.02245
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs	Sebastian Gerard, Josephine Sullivan	2022	arxiv 2211.13756
FGAseg: Fine-Grained Pixel-Text Alignment for Open-Vocabulary Semantic Segmentation	Bingyu Li, Da Zhang, Zhiyuan Zhao	2025	arxiv 2501.00877
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers	Christoph Kamann, Burkhard Güssefeld, Robin Hutmacher	2020	arxiv 2010.05495

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