Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Seminar Learning for Click-Level Weakly Supervised Semantic Segmentation	Hongjun Chen, Jinbao Wang, Hong Cai Chen	2021	arxiv 2108.13393
Learning 3D Semantic Segmentation with only 2D Image Supervision	Kyle Genova, Xiaoqi Yin, Abhijit Kundu	2021	arxiv 2110.11325
SqueezeNAS: Fast neural architecture search for faster semantic segmentation	Albert Shaw, Daniel Hunter, Forrest Iandola	2019	arxiv 1908.01748
Domain Adaptation for Semantic Segmentation with Maximum Squares Loss	Minghao Chen, Hongyang Xue, Deng Cai	2019	arxiv 1909.13589
Graph-guided Architecture Search for Real-time Semantic Segmentation	Peiwen Lin, Peng Sun, Guangliang Cheng	2019	arxiv 1909.06793
Probabilistic Semantic Segmentation Refinement by Monte Carlo Region Growing	Philipe A. Dias, Henry Medeiros	2020	arxiv 2005.05856
Context-self contrastive pretraining for crop type semantic segmentation	Michail Tarasiou, Riza Alp Guler, Stefanos Zafeiriou	2021	arxiv 2104.04310
Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization	Qianyu Zhou, Chuyun Zhuang, Ran Yi	2021	arxiv 2110.05170
Associating Spatially-Consistent Grouping with Text-supervised Semantic Segmentation	Yabo Zhang, Zihao Wang, Jun Hao Liew	2023	arxiv 2304.01114
Dual Stage Stylization Modulation for Domain Generalized Semantic Segmentation	Gabriel Tjio, Ping Liu, Chee-Keong Kwoh	2023	arxiv 2304.09347
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images	Suresh Guttikonda, Jason Rambach	2023	arxiv 2308.09369
Structural and Statistical Texture Knowledge Distillation for Semantic Segmentation	Deyi Ji, Haoran Wang, Mingyuan Tao	2023	arxiv 2305.03944
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network	Yangyang Qiu, Guoan Xu, Guangwei Gao	2024	arxiv 2410.02224
Dense Dual-Path Network for Real-time Semantic Segmentation	Xinneng Yang, Yan Wu, Junqiao Zhao	2020	arxiv 2010.10778
Entropy-Based Feature Extraction For Real-Time Semantic Segmentation	Lusine Abrahamyan, Nikos Deligiannis	2022	arxiv 2207.03233
Uncertainty-based Detection of Adversarial Attacks in Semantic Segmentation	Kira Maag, Asja Fischer	2023	arxiv 2305.12825
Exploring Context with Deep Structured models for Semantic Segmentation	Guosheng Lin, Chunhua Shen, Anton van den Hengel	2016	arxiv 1603.03183
MSeg3D: Multi-modal 3D Semantic Segmentation for Autonomous Driving	Jiale Li, Hang Dai, Hao Han	2023	arxiv 2303.08600
A Deep Learning Framework for Boundary-Aware Semantic Segmentation	Tai An, Weiqiang Huang, Da Xu	2025	arxiv 2503.22050
Semantic Segmentation on Swiss3DCities: A Benchmark Study on Aerial Photogrammetric 3D Pointcloud Dataset	Gülcan Can, Dario Mantegazza, Gabriele Abbate	2020	arxiv 2012.12996

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