Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation	Vladan Stojnić, Yannis Kalantidis, Jiří Matas	2025	arxiv 2503.19777
Semantic Segmentation of Pathological Lung Tissue with Dilated Fully Convolutional Networks	Marios Anthimopoulos, Stergios Christodoulidis, Lukas Ebner	2018	arxiv 1803.06167
3D Kidneys and Kidney Tumor Semantic Segmentation using Boundary-Aware Networks	Andriy Myronenko, Ali Hatamizadeh	2019	arxiv 1909.06684
Evaluating Uncertainty Estimation Methods on 3D Semantic Segmentation of Point Clouds	Swaroop Bhandary K, Nico Hochgeschwender, Paul Plöger	2020	arxiv 2007.01787
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	Rui Li, Chenxi Duan, Shunyi Zheng	2020	arxiv 2007.13083
HS3: Learning with Proper Task Complexity in Hierarchically Supervised Semantic Segmentation	Shubhankar Borse, Hong Cai, Yizhe Zhang	2021	arxiv 2111.02333
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation	Misgana Negassi, Diane Wagner, Alexander Reiterer	2021	arxiv 2111.00487
SSR: SAM is a Strong Regularizer for domain adaptive semantic segmentation	Yanqi Ge, Ye Huang, Wen Li	2024	arxiv 2401.14686
GenGMM: Generalized Gaussian-Mixture-based Domain Adaptation Model for Semantic Segmentation	Nazanin Moradinasab, Hassan Jafarzadeh, Donald E. Brown	2024	arxiv 2410.16485
A Semantic Segmentation-guided Approach for Ground-to-Aerial Image Matching	Francesco Pro, Nikolaos Dionelis, Luca Maiano	2024	arxiv 2404.11302
Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentation	Alexander Koenig, Maximilian Schambach, Johannes Otterbach	2023	arxiv 2304.07314
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation	Lei Zhu, Hangzhou He, Xinliang Zhang	2023	arxiv 2308.04949
Enhancing Uncertainty Estimation in Semantic Segmentation via Monte-Carlo Frequency Dropout	Tal Zeevi, Lawrence H. Staib, John A. Onofrey	2025	arxiv 2501.11258
Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World Surveillance	Sébastien Piérard, Anthony Cioppa, Anaïs Halin	2022	arxiv 2211.10119
On the Calibration of Uncertainty Estimation in LiDAR-based Semantic Segmentation	Mariella Dreissig, Florian Piewak, Joschka Boedecker	2023	arxiv 2308.02248
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic Segmentation	Kira Maag, Asja Fischer	2023	arxiv 2310.17436
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation	Adam Paszke, Abhishek Chaurasia, Sangpil Kim	2016	arxiv 1606.02147
SALA: Soft Assignment Local Aggregation for Parameter Efficient 3D Semantic Segmentation	Hani Itani, Silvio Giancola, Ali Thabet	2020	arxiv 2012.14929
Towards Robust Pseudo-Label Learning in Semantic Segmentation: An Encoding Perspective	Wangkai Li, Rui Sun, Zhaoyang Li	2025	arxiv 2512.06870
CHARM: Collaborative Harmonization across Arbitrary Modalities for Modality-agnostic Semantic Segmentation	Lekang Wen, Jing Xiao, Liang Liao	2025	arxiv 2508.03060

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