Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Multi-encoder ConvNeXt Network with Smooth Attentional Feature Fusion for Multispectral Semantic Segmentation	Leo Thomas Ramos, Angel D. Sappa	2026	arxiv 2602.10137
Prompt-Free and Efficient SAM2 Adaptation for Biomedical Semantic Segmentation via Dual Adapters	Hinako Mitsuoka, Kazuhiro Hotta	2026	arxiv 2605.05979
A Semantic Segmentation Network for Urban-Scale Building Footprint Extraction Using RGB Satellite Imagery	Aatif Jiwani, Shubhrakanti Ganguly, Chao Ding	2021	arxiv 2104.01263
On the Feasibility and Generality of Patch-based Adversarial Attacks on Semantic Segmentation Problems	Soma Kontar, Andras Horvath	2022	arxiv 2205.10539
Smaller3d: Smaller Models for 3D Semantic Segmentation Using Minkowski Engine and Knowledge Distillation Methods	Alen Adamyan, Erik Harutyunyan	2023	arxiv 2305.03188
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images	Vlad Taran, Nikita Gordienko, Yuriy Kochura	2018	arxiv 1806.01896
Semantic Segmentation of Thigh Muscle using 2.5D Deep Learning Network Trained with Limited Datasets	Hasnine Haque, Masahiro Hashimoto, Nozomu Uetake	2019	arxiv 1911.09249
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and Opportunities	Michael Schmitt, Jonathan Prexl, Patrick Ebel	2020	arxiv 2002.08254
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps	Pascal Colling, Lutz Roese-Koerner, Hanno Gottschalk	2020	arxiv 2010.01884
Compositional Prototype Network with Multi-view Comparision for Few-Shot Point Cloud Semantic Segmentation	Xiaoyu Chen, Chi Zhang, Guosheng Lin	2020	arxiv 2012.14255
Leveraging SO(3)-steerable convolutions for pose-robust semantic segmentation in 3D medical data	Ivan Diaz, Mario Geiger, Richard Iain McKinley	2023	arxiv 2303.00351
MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation	Linyan Yang, Lukas Hoyer, Mark Weber	2024	arxiv 2408.16478
S-CycleGAN: Semantic Segmentation Enhanced CT-Ultrasound Image-to-Image Translation for Robotic Ultrasonography	Yuhan Song, Nak Young Chong	2024	arxiv 2406.01191
Multi-style conversion for semantic segmentation of lesions in fundus images by adversarial attacks	Clément Playout, Renaud Duval, Marie Carole Boucher	2024	arxiv 2410.13822
Diffusion-Based Semantic Segmentation of Lumbar Spine MRI Scans of Lower Back Pain Patients	Maria Monzon, Thomas Iff, Ender Konukoglu	2024	arxiv 2411.10755
DADU: Dual Attention-based Deep Supervised UNet for Automated Semantic Segmentation of Cardiac Images	Racheal Mukisa, Arvind K. Bansal	2025	arxiv 2504.13415
Calculation of Femur Caput Collum Diaphyseal angle for X-Rays images using Semantic Segmentation	Muhammad Abdullah, Anne Querfurth, Deepak Bhatia	2024	arxiv 2404.17083
Multi-scale and Multi-path Cascaded Convolutional Network for Semantic Segmentation of Colorectal Polyps	Malik Abdul Manan, Feng Jinchao, Muhammad Yaqub	2024	arxiv 2412.02443
WeatherDG: LLM-assisted Diffusion Model for Procedural Weather Generation in Domain-Generalized Semantic Segmentation	Chenghao Qian, Yuhu Guo, Yuhong Mo	2024	arxiv 2410.12075
Hypergraph Convolutional Network based Weakly Supervised Point Cloud Semantic Segmentation with Scene-Level Annotations	Zhuheng Lu, Peng Zhang, Yuewei Dai	2022	arxiv 2211.01174

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