Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Closer Look at the Uncertainty Estimation in Semantic Segmentation under Distributional Shift	Sebastian Cygert, Bart\lomiej Wróblewski, Karol Woźniak	2021	arxiv 2106.00076
On the Influence of Shape, Texture and Color for Learning Semantic Segmentation	Annika Mütze, Natalie Grabowsky, Edgar Heinert	2024	arxiv 2410.14878
MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture	Diogo Nunes Goncalves, Jose Marcato Junior, Pedro Zamboni	2023	arxiv 2305.02813
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation	Hanieh Shojaei, Qianqian Zou, Max Mehltretter	2024	arxiv 2410.08687
CLIPer: Hierarchically Improving Spatial Representation of CLIP for Open-Vocabulary Semantic Segmentation	Lin Sun, Jiale Cao, Jin Xie	2024	arxiv 2411.13836
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation	Chuang Zhu, Kebin Liu, Wenqi Tang	2023	arxiv 2302.06992
Semantic Segmentation of Periocular Near-Infra-Red Eye Images Under Alcohol Effects	Juan Tapia, Enrique Lopez Droguett, Andres Valenzuela	2021	arxiv 2106.15828
Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation	Mehrdad Noori, David Osowiechi, Gustavo Adolfo Vargas Hakim	2025	arxiv 2505.21844
Denoise and Align: Towards Source-Free UDA for Robust Panoramic Semantic Segmentation	Yaowen Chang, Zhen Cao, Xu Zheng	2026	arxiv 2603.25131
White Aggregation and Restoration for Few-shot 3D Point Cloud Semantic Segmentation	Jiyun Im, SuBeen Lee, Miso Lee	2025	arxiv 2509.13907
Triggering Failures: Out-Of-Distribution detection by learning from local adversarial attacks in Semantic Segmentation	Victor Besnier, Andrei Bursuc, David Picard	2021	arxiv 2108.01634
Exploring the Integration of Key-Value Attention Into Pure and Hybrid Transformers for Semantic Segmentation	DeShin Hwa, Tobias Holmes, Klaus Drechsler	2025	arxiv 2503.18862
A Preprocessing and Postprocessing Voxel-based Method for LiDAR Semantic Segmentation Improvement in Long Distance	Andrea Matteazzi, Pascal Colling, Michael Arnold	2024	arxiv 2405.10046
ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers	Narges Norouzi, Svetlana Orlova, Daan de Geus	2024	arxiv 2406.09936
Reliable Explainability of Deep Learning Spatial-Spectral Classifiers for Improved Semantic Segmentation in Autonomous Driving	Jon Gutiérrez-Zaballa, Koldo Basterretxea, Javier Echanobe	2025	arxiv 2502.14416
Deeply supervised UNet for semantic segmentation to assist dermatopathological assessment of Basal Cell Carcinoma (BCC)	Jean Le'Clerc Arrastia, Nick Heilenkötter, Daniel Otero Baguer	2021	arxiv 2103.03759
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation	Seungho Lee, Minhyun Lee, Jongwuk Lee	2021	arxiv 2105.08965
Combining the Best of Convolutional Layers and Recurrent Layers: A Hybrid Network for Semantic Segmentation	Zhicheng Yan, Hao Zhang, Yangqing Jia	2016	arxiv 1603.04871
A Global-Local Cross-Attention Network for Ultra-high Resolution Remote Sensing Image Semantic Segmentation	Chen Yi, Shan LianLei	2025	arxiv 2506.19406
DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation	Lingyan Ran, Lushuang Wang, Tao Zhuo	2024	arxiv 2403.02784

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