Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Comparative analysis of deep learning approaches for AgNOR-stained cytology samples interpretation	João Gustavo Atkinson Amorim, André Victória Matias, Allan Cerentini	2022	arxiv 2210.10641
The Adoption of Image-Driven Machine Learning for Microstructure Characterization and Materials Design: A Perspective	Arun Baskaran, Elizabeth J. Kautz, Aritra Chowdhary	2021	arxiv 2105.09729
Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case	Sergey Nesteruk, Dmitrii Shadrin, Mariia Pukalchik	2021	arxiv 2102.12295
Learning a Domain-Agnostic Visual Representation for Autonomous Driving via Contrastive Loss	Dongseok Shim, H. Jin Kim	2021	arxiv 2103.05902
A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular Control	Zahra Gharaee, Karl Holmquist, Linbo He	2021	arxiv 2104.03807
Training-Free Out-Of-Distribution Segmentation With Foundation Models	Laith Nayal, Hadi Salloum, Ahmad Taha	2025	arxiv 2510.02909
Localized Region Guidance for Class Activation Mapping in WSSS	Ali Torabi, Sanjog Gaihre, MD Mahbubur Rahman	2025	arxiv 2509.12496
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions	Zach Eaton-Rosen, Felix Bragman, Sotirios Bisdas	2018	arxiv 1806.08640
Investigating Self-Supervised Methods for Label-Efficient Learning	Srinivasa Rao Nandam, Sara Atito, Zhenhua Feng	2024	arxiv 2406.17460
TEyeD: Over 20 million real-world eye images with Pupil, Eyelid, and Iris 2D and 3D Segmentations, 2D and 3D Landmarks, 3D Eyeball, Gaze Vector, and Eye Movement Types	Wolfgang Fuhl, Gjergji Kasneci, Enkelejda Kasneci	2021	arxiv 2102.02115
Data-Centric Benchmark for Label Noise Estimation and Ranking in Remote Sensing Image Segmentation	Keiller Nogueira, Codrut-Andrei Diaconu, Dávid Kerekes	2026	arxiv 2603.00604
Cross-Domain Transfer of Hyperspectral Foundation Models	Nick Theisen, Peer Neubert	2026	arxiv 2604.26478
Automatic ply-specific analyses of CFRP micrographs using shortest-path-based ply distinction	Jonas Naumann, Jonas P. Appels, Julius Biermann	2026	arxiv 2606.18894
MMDiff: Extending Diffusion Transformers for Multi-Modal Generation	Yagmur Akarken, Orest Kupyn, Christian Rupprecht	2026	arxiv 2606.16673
Secure-by-Disguise: A Systematic Evaluation of Image Disguising for Confidential Medical Image Modeling	Jason Rojas, Jiajie He, Yash Patel	2026	arxiv 2607.08867
FaithIR: Rethinking Infrared Image Super-Resolution from Perceptual Sharpness to Task Relevant Fidelity	Axi Niu, Zhenguo Wu, Kang Zhang	2026	arxiv 2608.03106
Semantic Image Segmentation: Two Decades of Research	Gabriela Csurka, Riccardo Volpi, Boris Chidlovskii	2023	arxiv 2302.06378
Multimodal Sensor-Based Semantic 3D Mapping for a Large-Scale Environment	Jongmin Jeong, Tae Sung Yoon, Jin Bae Park	2018	arxiv 1802.10271
Vehicle Instance Segmentation from Aerial Image and Video Using a Multi-Task Learning Residual Fully Convolutional Network	Lichao Mou, Xiao Xiang Zhu	2018	arxiv 1805.10485
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes	Genshun Dong, Yan Yan, Chunhua Shen	2020	arxiv 2003.08736

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