Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Differentially private federated deep learning for multi-site medical image segmentation	Alexander Ziller, Dmitrii Usynin, Nicolas Remerscheid	2021	arxiv 2107.02586
Level generation and style enhancement -- deep learning for game development overview	Piotr Migda\l, Bart\lomiej Olechno, B\la\.zej Podgórski	2021	arxiv 2107.07397
Puzzle-CAM: Improved localization via matching partial and full features	Sanghyun Jo, In-Jae Yu	2021	arxiv 2101.11253
Disentangled Latent Transformer for Interpretable Monocular Height Estimation	Zhitong Xiong, Sining Chen, Yilei Shi	2022	arxiv 2201.06357
MultiTask-CenterNet (MCN): Efficient and Diverse Multitask Learning using an Anchor Free Approach	Falk Heuer, Sven Mantowsky, Syed Saqib Bukhari	2021	arxiv 2108.05060
Centroid-UNet: Detecting Centroids in Aerial Images	N. Lakmal Deshapriya, Dan Tran, Sriram Reddy	2021	arxiv 2112.06530
Understand Scene Categories by Objects: A Semantic Regularized Scene Classifier Using Convolutional Neural Networks	Yiyi Liao, Sarath Kodagoda, Yue Wang	2015	arxiv 1509.06470
MortonNet: Self-Supervised Learning of Local Features in 3D Point Clouds	Ali Thabet, Humam Alwassel, Bernard Ghanem	2019	arxiv 1904.00230
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation	Xuhua Ren, Lichi Zhang, Sahar Ahmad	2019	arxiv 1905.08720
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line	Ali Ghaznavi, Renata Rychtarikova, Mohammadmehdi Saberioon	2022	arxiv 2203.12290
Pixel Deconvolutional Networks	Hongyang Gao, Hao Yuan, Zhengyang Wang	2017	arxiv 1705.06820
Deep Learning based Systems for Crater Detection: A Review	Atal Tewari, K Prateek, Amrita Singh	2023	arxiv 2310.07727
PIDS: Joint Point Interaction-Dimension Search for 3D Point Cloud	Tunhou Zhang, Mingyuan Ma, Feng Yan	2022	arxiv 2211.15759
Biological Valuation Map of Flanders: A Sentinel-2 Imagery Analysis	Mingshi Li, Dusan Grujicic, Steven De Saeger	2024	arxiv 2401.15223
Segmentation of Knee Bones for Osteoarthritis Assessment: A Comparative Analysis of Supervised, Few-Shot, and Zero-Shot Learning Approaches	Yun Xin Teoh, Alice Othmani, Siew Li Goh	2024	arxiv 2403.08761
Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels	Zifu Wang, Xuefei Ning, Matthew B. Blaschko	2023	arxiv 2302.05666
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations	Wendi Liu, Pei Yang, Wenhui Hong	2025	arxiv 2502.17056
Point Cloud Based Scene Segmentation: A Survey	Dan Halperin, Niklas Eisl	2025	arxiv 2503.12595
DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning	Xiao-Hui Li, Fei Yin, Cheng-Lin Liu	2025	arxiv 2504.04085
Enhancing Shape Perception and Segmentation Consistency for Industrial Image Inspection	Guoxuan Mao, Ting Cao, Ziyang Li	2025	arxiv 2505.14718

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