Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images	Junno Yun, Mehmet Akçakaya	2024	arxiv 2412.05341
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers	Lixiang Ru, Yibing Zhan, Baosheng Yu	2022	arxiv 2203.02664
Perceptual Anchoring: Prototype-Guided Text Calibration for Training-free Open-Vocabulary Semantic Segmentation	Wanli Ma, Jiangwen Lu, Qinmu Peng	2026	arxiv 2608.03991
Towards Closing the Gap in Weakly Supervised Semantic Segmentation with DCNNs: Combining Local and Global Models	Christoph Mayer, Radu Timofte, Grégory Paul	2018	arxiv 1808.01625
SOOD-ImageNet: a Large-Scale Dataset for Semantic Out-Of-Distribution Image Classification and Semantic Segmentation	Alberto Bacchin, Davide Allegro, Stefano Ghidoni	2024	arxiv 2409.01109
Evaluation of Attention Mechanisms in U-Net Architectures for Semantic Segmentation of Brazilian Rock Art Petroglyphs	Leonardi Melo, Luís Gustavo, Dimmy Magalhães	2025	arxiv 2511.11959
SynSeg: Feature Synergy for Multi-Category Contrastive Learning in End-to-End Open-Vocabulary Semantic Segmentation	Weichen Zhang, Kebin Liu, Fan Dang	2025	arxiv 2508.06115
DAUPNet: Domain-Aware Uncertainty Modeling for Reliable Prototype Discrimination in Cross-Domain Few-Shot Semantic Segmentation	Lei Yuan, Zhongxu Hu, Jingyi Wen	2026	arxiv 2607.16308
Pixel-Precise Explainable Stress Indexing: A Semantic Segmentation Framework for Disease Severity Quantification in Field Crops	Raunak Kumar, Soumyashree Kar	2026	arxiv 2607.06585
VFM-UDA++: Improving Network Architectures and Data Strategies for Unsupervised Domain Adaptive Semantic Segmentation	Brunó B. Englert, Gijs Dubbelman	2025	arxiv 2503.10685
Applying Unsupervised Semantic Segmentation to High-Resolution UAV Imagery for Enhanced Road Scene Parsing	Zihan Ma, Yongshang Li, Ronggui Ma	2024	arxiv 2402.02985
PointMatch: A Consistency Training Framework for Weakly Supervised Semantic Segmentation of 3D Point Clouds	Yushuang Wu, Zizheng Yan, Shengcai Cai	2022	arxiv 2202.10705
IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation	Weifu Fu, Qiang Nie, Jialin Li	2023	arxiv 2308.15855
An Expeditious Spatial Mean Radiant Temperature Mapping Framework using Visual SLAM and Semantic Segmentation	Wei Liang, Yiting Zhang, Ji Zhang	2024	arxiv 2410.09443
A Good Student is Cooperative and Reliable: CNN-Transformer Collaborative Learning for Semantic Segmentation	Jinjing Zhu, Yunhao Luo, Xu Zheng	2023	arxiv 2307.12574
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation	Jiwoon Ahn, Suha Kwak	2018	arxiv 1803.10464
Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization	Xu Zheng, Yuanhuiyi Lyu, Lutao Jiang	2025	arxiv 2505.06635
SAM-MI: A Mask-Injected Framework for Enhancing Open-Vocabulary Semantic Segmentation with SAM	Lin Chen, Yingjian Zhu, Qi Yang	2025	arxiv 2511.20027
Learning to Sense for Driving: Joint Optics-Sensor-Model Co-Design for Semantic Segmentation	Reeshad Khan, John Gauch	2025	arxiv 2512.20815
In defense of the two-stage framework for open-set domain adaptive semantic segmentation	Wenqi Ren, Weijie Wang, Meng Zheng	2026	arxiv 2601.01439

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