Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Efficient piecewise training of deep structured models for semantic segmentation	Guosheng Lin, Chunhua Shen, Anton van dan Hengel	2015	arxiv 1504.01013
Built-in Foreground/Background Prior for Weakly-Supervised Semantic Segmentation	Fatemehsadat Saleh, Mohammad Sadegh Ali Akbarian, Mathieu Salzmann	2016	arxiv 1609.00446
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation	Arthur Douillard, Yifu Chen, Arnaud Dapogny	2021	arxiv 2106.15287
A feature refinement module for light-weight semantic segmentation network	Zhiyan Wang, Xin Guo, Song Wang	2024	arxiv 2412.08670
CoCo-SAM3: Harnessing Concept Conflict in Open-Vocabulary Semantic Segmentation	Yanhui Chen, Baoyao Yang, Siqi Liu	2026	arxiv 2604.19648
Robust Semantic Segmentation By Dense Fusion Network On Blurred VHR Remote Sensing Images	Yi Peng, Shihao Sun, Zheng Wang	2019	arxiv 1903.02702
Revisiting Image Reconstruction for Semi-supervised Semantic Segmentation	Yuhao Lin, Haiming Xu, Lingqiao Liu	2023	arxiv 2303.09794
Semi-Supervised Semantic Segmentation with Cross-Consistency Training	Yassine Ouali, Céline Hudelot, Myriam Tami	2020	arxiv 2003.09005
Domain Adaptation on Semantic Segmentation for Aerial Images	Ying Chen, Xu Ouyang, Kaiyue Zhu	2020	arxiv 2012.02264
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals	Wouter Van Gansbeke, Simon Vandenhende, Stamatios Georgoulis	2021	arxiv 2102.06191
Denoised Non-Local Neural Network for Semantic Segmentation	Qi Song, Jie Li, Hao Guo	2021	arxiv 2110.14200
Deep Learning Markov Random Field for Semantic Segmentation	Ziwei Liu, Xiaoxiao Li, Ping Luo	2016	arxiv 1606.07230
Spatial Structure Constraints for Weakly Supervised Semantic Segmentation	Tao Chen, Yazhou Yao, Xingguo Huang	2024	arxiv 2401.11122
Distilling Knowledge from Heterogeneous Architectures for Semantic Segmentation	Yanglin Huang, Kai Hu, Yuan Zhang	2025	arxiv 2504.07691
Class-Agnostic Visio-Temporal Scene Sketch Semantic Segmentation	Aleyna Kütük, Tevfik Metin Sezgin	2024	arxiv 2410.00266
Representation Separation for Semantic Segmentation with Vision Transformers	Yuanduo Hong, Huihui Pan, Weichao Sun	2022	arxiv 2212.13764
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation	Yuhui Yuan, Xiaokang Chen, Xilin Chen	2019	arxiv 1909.11065
Context-Aware Mixup for Domain Adaptive Semantic Segmentation	Qianyu Zhou, Zhengyang Feng, Qiqi Gu	2021	arxiv 2108.03557
SATS: Self-Attention Transfer for Continual Semantic Segmentation	Yiqiao Qiu, Yixing Shen, Zhuohao Sun	2022	arxiv 2203.07667
Prompting Diffusion Representations for Cross-Domain Semantic Segmentation	Rui Gong, Martin Danelljan, Han Sun	2023	arxiv 2307.02138

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