Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation	Johannes Künzel, Anna Hilsmann, Peter Eisert	2023	arxiv 2308.16819
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery	Libo Wang, Rui Li, Ce Zhang	2021	arxiv 2109.08937
Effective semantic segmentation in Cataract Surgery: What matters most?	Theodoros Pissas, Claudio Ravasio, Lyndon Da Cruz	2021	arxiv 2108.06119
Evaluation of Multimodal Semantic Segmentation using RGB-D Data	Jiesi Hu, Ganning Zhao, Suya You	2021	arxiv 2103.16758
Synthetic dual image generation for reduction of labeling efforts in semantic segmentation of micrographs with a customized metric function	Matias Oscar Volman Stern, Dominic Hohs, Andreas Jansche	2024	arxiv 2408.00707
From Question to Exploration: Test-Time Adaptation in Semantic Segmentation?	Chang'an Yi, Haotian Chen, Yifan Zhang	2023	arxiv 2310.05341
Speeding up the annotation process in semantic segmentation industrial applications	Marta Fernandez-Moreno, Margarita Guerrero, Rosalia Rementeria	2026	arxiv 2606.19934
Remote sensing colour image semantic segmentation of trails created by large herbivorous Mammals	Jose Francisco Diez-Pastor, Francisco Javier Gonzalez-Moya, Pedro Latorre-Carmona	2025	arxiv 2504.12121
TUNI: Unifying Pre-training and Fine-tuning with Modality-Aware Mutual Learning and Rectification for RGB-T Semantic Segmentation	Xiaodong Guo, Xianda Guo, Tong Liu	2025	arxiv 2509.10005
Semantic Segmentation of Fruits on Multi-sensor Fused Data in Natural Orchards	Hanwen Kang, Xing Wang	2022	arxiv 2208.02483
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization	Jungbeom Lee, Eunji Kim, Jisoo Mok	2022	arxiv 2204.04890
Decoders Matter for Semantic Segmentation: Data-Dependent Decoding Enables Flexible Feature Aggregation	Zhi Tian, Tong He, Chunhua Shen	2019	arxiv 1903.02120
ResiDualGAN: Resize-Residual DualGAN for Cross-Domain Remote Sensing Images Semantic Segmentation	Yang Zhao, Peng Guo, Zihao Sun	2022	arxiv 2201.11523
CPCM: Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation	Lizhao Liu, Zhuangwei Zhuang, Shangxin Huang	2023	arxiv 2307.10316
U-MixFormer: UNet-like Transformer with Mix-Attention for Efficient Semantic Segmentation	Seul-Ki Yeom, Julian von Klitzing	2023	arxiv 2312.06272
Parameter-efficient Fine-tuning in Hyperspherical Space for Open-vocabulary Semantic Segmentation	Zelin Peng, Zhengqin Xu, Zhilin Zeng	2024	arxiv 2405.18840
RSGMamba: Reliability-Aware Self-Gated State Space Model for Multimodal Semantic Segmentation	Guoan Xu, Yang Xiao, Guangwei Gao	2026	arxiv 2604.12319
UniD-Shift: Towards Unified Semantic Segmentation via Interpretable Share-Private Multimodal Decomposition	Shuai Zhang, Zhecheng Shi, Zhuxiao Li	2026	arxiv 2605.07356
HAVANA: Hard negAtiVe sAmples aware self-supervised coNtrastive leArning for Airborne laser scanning point clouds semantic segmentation	Yunsheng Zhang, Jianguo Yao, Ruixiang Zhang	2022	arxiv 2210.10626
Scoring Root Necrosis in Cassava Using Semantic Segmentation	Jeremy Francis Tusubira, Benjamin Akera, Solomon Nsumba	2020	arxiv 2005.03367

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