Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Semantic segmentation of forest stands using deep learning	H\aakon N\aess Sandum, Hans Ole \Orka, Oliver Tomic	2025	arxiv 2504.02471
Shift and matching queries for video semantic segmentation	Tsubasa Mizuno, Toru Tamaki	2024	arxiv 2410.07635
IDRNet: Intervention-Driven Relation Network for Semantic Segmentation	Zhenchao Jin, Xiaowei Hu, Lingting Zhu	2023	arxiv 2310.10755
Optical Flow with Semantic Segmentation and Localized Layers	Laura Sevilla-Lara, Deqing Sun, Varun Jampani	2016	arxiv 1603.03911
What's the Point: Semantic Segmentation with Point Supervision	Amy Bearman, Olga Russakovsky, Vittorio Ferrari	2015	arxiv 1506.02106
Residual Conv-Deconv Grid Network for Semantic Segmentation	Damien Fourure, Rémi Emonet, Elisa Fromont	2017	arxiv 1707.07958
Predicting Deeper into the Future of Semantic Segmentation	Pauline Luc, Natalia Neverova, Camille Couprie	2017	arxiv 1703.07684
Interactive Learning for Semantic Segmentation in Earth Observation	Gaston Lenczner, Adrien Chan-Hon-Tong, Nicola Luminari	2020	arxiv 2009.11250
Context-Aware Semantic Segmentation via Stage-Wise Attention	Antoine Carreaud, Elias Naha, Arthur Chansel	2026	arxiv 2601.11310
Penalizing Top Performers: Conservative Loss for Semantic Segmentation Adaptation	Xinge Zhu, Hui Zhou, Ceyuan Yang	2018	arxiv 1809.00903
4D CNN for semantic segmentation of cardiac volumetric sequences	Andriy Myronenko, Dong Yang, Varun Buch	2019	arxiv 1906.07295
Template-Based Automatic Search of Compact Semantic Segmentation Architectures	Vladimir Nekrasov, Chunhua Shen, Ian Reid	2019	arxiv 1904.02365
Towards Emergent Language Symbolic Semantic Segmentation and Model Interpretability	Alberto Santamaria-Pang, James Kubricht, Aritra Chowdhury	2020	arxiv 2007.09448
Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic Segmentation	Andre Ye, Quan Ze Chen, Amy Zhang	2023	arxiv 2308.07528
Out-of-distribution data supervision towards biomedical semantic segmentation	Yiquan Gao, Duohui Xu	2025	arxiv 2507.12105
Uncertainty-Driven Semantic Segmentation through Human-Machine Collaborative Learning	Mahdyar Ravanbakhsh, Tassilo Klein, Kayhan Batmanghelich	2019	arxiv 1909.00626
Convolutional Neural Networks Rarely Learn Shape for Semantic Segmentation	Yixin Zhang, Maciej A. Mazurowski	2023	arxiv 2305.06568
Semantic Segmentation on VSPW Dataset through Masked Video Consistency	Chen Liang, Qiang Guo, Chongkai Yu	2024	arxiv 2406.04979
Learning Flow-Guided Registration for RGB-Event Semantic Segmentation	Zhen Yao, Xiaowen Ying, Zhiyu Zhu	2025	arxiv 2505.01548
TagCLIP: Improving Discrimination Ability of Open-Vocabulary Semantic Segmentation	Jingyao Li, Pengguang Chen, Shengju Qian	2023	arxiv 2304.07547

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