Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Exploring Event-driven Dynamic Context for Accident Scene Segmentation	Jiaming Zhang, Kailun Yang, Rainer Stiefelhagen	2021	arxiv 2112.05006
Multi-similarity based Hyperrelation Network for few-shot segmentation	Xiangwen Shi, Zhe Cui, Shaobing Zhang	2022	arxiv 2203.09550
Pelvic floor MRI segmentation based on semi-supervised deep learning	Jianwei Zuo, Fei Feng, Zhuhui Wang	2023	arxiv 2311.03105
PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation	Xiangtai Li, Hao He, Xia Li	2021	arxiv 2103.06564
Multi-Plateau Ensemble for Endoscopic Artefact Segmentation and Detection	Suyog Jadhav, Udbhav Bamba, Arnav Chavan	2020	arxiv 2003.10129
Full-Glow: Fully conditional Glow for more realistic image generation	Moein Sorkhei, Gustav Eje Henter, Hedvig Kjellström	2020	arxiv 2012.05846
Shift-Memory Network for Temporal Scene Segmentation	Guo Cheng, Jiang Yu Zheng	2022	arxiv 2202.08399
SalsaNet: Fast Road and Vehicle Segmentation in LiDAR Point Clouds for Autonomous Driving	Eren Erdal Aksoy, Saimir Baci, Selcuk Cavdar	2019	arxiv 1909.08291
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning	Viktor Olsson, Wilhelm Tranheden, Juliano Pinto	2020	arxiv 2007.07936
MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features	Liang-Chieh Chen, Alexander Hermans, George Papandreou	2017	arxiv 1712.04837
Effect of the regularization hyperparameter on deep learning-based segmentation in LGE-MRI	Olivier Rukundo	2020	arxiv 2012.05661
Stronger is not better: Better Augmentations in Contrastive Learning for Medical Image Segmentation	Azeez Idris, Abdurahman Ali Mohammed, Samuel Fanijo	2025	arxiv 2512.05992
Cross-CBAM: A Lightweight network for Scene Segmentation	Zhengbin Zhang, Zhenhao Xu, Xingsheng Gu	2023	arxiv 2306.02306
3D Scene Parsing via Class-Wise Adaptation	Daichi Ono, Hiroyuki Yabe, Tsutomu Horikawa	2018	arxiv 1812.03622
DispSegNet: Leveraging Semantics for End-to-End Learning of Disparity Estimation from Stereo Imagery	Junming Zhang, Katherine A. Skinner, Ram Vasudevan	2018	arxiv 1809.04734
Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets	Wolfgang Boettcher, Lukas Hoyer, Ozan Unal	2024	arxiv 2408.12489
GZSL-MoE: Apprentissage G{\'e}n{\'e}ralis{\'e} Z{\'e}ro-Shot bas{\'e} sur le M{\'e}lange d'Experts pour la Segmentation S{\'e}mantique de Nuages de Points 3DAppliqu{\'e} {\`a} un Jeu de Donn{\'e}es d'Environnement de Collaboration Humain-Robot	Ahed Alboody	2025	arxiv 2509.22708
Diffusion Model is Secretly a Training-free Open Vocabulary Semantic Segmenter	Jinglong Wang, Xiawei Li, Jing Zhang	2023	arxiv 2309.02773
Synthetic Instance Segmentation from Semantic Image Segmentation Masks	Yuchen Shen, Dong Zhang, Zhao Zhang	2023	arxiv 2308.00949
EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection	Mohsen Ghafoorian, Cedric Nugteren, Nóra Baka	2018	arxiv 1806.05525

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