Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Identity documents recognition and detection using semantic segmentation with convolutional neural network	Mykola Kozlenko, Volodymyr Sendetskyi, Oleksiy Simkiv	2025	arxiv 2503.01085
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation	Robert A. Marsden, Alexander Bartler, Mario Döbler	2021	arxiv 2105.02001
Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology	Oliver Ester, Fabian Hörst, Constantin Seibold	2022	arxiv 2210.11822
USAGE: A Unified Seed Area Generation Paradigm for Weakly Supervised Semantic Segmentation	Zelin Peng, Guanchun Wang, Lingxi Xie	2023	arxiv 2303.07806
Improving Lidar-Based Semantic Segmentation of Top-View Grid Maps by Learning Features in Complementary Representations	Frank Bieder, Maximilian Link, Simon Romanski	2022	arxiv 2203.01151
Generalizing Geometry-Guided Mamba as a Plug-and-Play Context Module for CNN-based Semantic Segmentation	Sheng-Wei Chan, Hsin-Jui Pan, Chun-Po Shen	2026	arxiv 2606.08866
Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation	Hexin Dong, Zifan Chen, Mingze Yuan	2022	arxiv 2205.08083
Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation	Yunchao Wei, Huaxin Xiao, Honghui Shi	2018	arxiv 1805.04574
ColorMapGAN: Unsupervised Domain Adaptation for Semantic Segmentation Using Color Mapping Generative Adversarial Networks	Onur Tasar, S L Happy, Yuliya Tarabalka	2019	arxiv 1907.12859
Stronger, Steadier & Superior: Geometric Consistency in Depth VFM Forges Domain Generalized Semantic Segmentation	Siyu Chen, Ting Han, Changshe Zhang	2025	arxiv 2504.12753
Counting of Grapevine Berries in Images via Semantic Segmentation using Convolutional Neural Networks	Laura Zabawa, Anna Kicherer, Lasse Klingbeil	2020	arxiv 2004.14010
Look at the Neighbor: Distortion-aware Unsupervised Domain Adaptation for Panoramic Semantic Segmentation	Xu Zheng, Tianbo Pan, Yunhao Luo	2023	arxiv 2308.05493
TLCFuse: Temporal Multi-Modality Fusion Towards Occlusion-Aware Semantic Segmentation-Aided Motion Planning	Gustavo Salazar-Gomez, Wenqian Liu, Manuel Diaz-Zapata	2023	arxiv 2311.05319
Adaptable Deformable Convolutions for Semantic Segmentation of Fisheye Images in Autonomous Driving Systems	Clément Playout, Ola Ahmad, Freddy Lecue	2021	arxiv 2102.10191
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation	Xiaoqing Guo, Chen Yang, Baopu Li	2021	arxiv 2103.05254
Estimation of BMI from Facial Images using Semantic Segmentation based Region-Aware Pooling	Nadeem Yousaf, Sarfaraz Hussein, Waqas Sultani	2021	arxiv 2104.04733
Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation	Yuyuan Liu, Choubo Ding, Yu Tian	2022	arxiv 2211.14512
Probabilistic Prototype Calibration of Vision-Language Models for Generalized Few-shot Semantic Segmentation	Jie Liu, Jiayi Shen, Pan Zhou	2025	arxiv 2506.22979
Query-aware Hub Prototype Learning for Few-Shot 3D Point Cloud Semantic Segmentation	YiLin Zhou, Lili Wei, Zheming Xu	2025	arxiv 2512.08253
Lean Learning Beyond Clouds: Efficient Discrepancy-Conditioned Optical-SAR Fusion for Semantic Segmentation	Chenxing Meng, Wuzhou Quan, Yingjie Cai	2026	arxiv 2603.20811

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