Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
I2F: A Unified Image-to-Feature Approach for Domain Adaptive Semantic Segmentation	Haoyu Ma, Xiangru Lin, Yizhou Yu	2023	arxiv 2301.01149
PEARL: Preprocessing Enhanced Adversarial Robust Learning of Image Deraining for Semantic Segmentation	Xianghao Jiao, Yaohua Liu, Jiaxin Gao	2023	arxiv 2305.15709
Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation	Guoliang Kang, Yunchao Wei, Yi Yang	2020	arxiv 2011.00147
A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes	Yang Zhang, Philip David, Hassan Foroosh	2018	arxiv 1812.09953
Block Annotation: Better Image Annotation for Semantic Segmentation with Sub-Image Decomposition	Hubert Lin, Paul Upchurch, Kavita Bala	2020	arxiv 2002.06626
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation	Yaoru Luo, Guole Liu, Yuanhao Guo	2021	arxiv 2103.11594
ConstScene: Dataset and Model for Advancing Robust Semantic Segmentation in Construction Environments	Maghsood Salimi, Mohammad Loni, Sara Afshar	2023	arxiv 2312.16516
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions	David Bruggemann, Christos Sakaridis, Prune Truong	2022	arxiv 2207.06825
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation	Cristiano Saltori, Aljoša Ošep, Elisa Ricci	2023	arxiv 2304.11705
Real-Time Semantic Segmentation with Optimized RetinaNet Architectures for Embedded Automotive Systems	Sai Sidharth D	2026	arxiv 2607.22714
Semantic segmentation of surgical hyperspectral images under geometric domain shifts	Jan Sellner, Silvia Seidlitz, Alexander Studier-Fischer	2023	arxiv 2303.10972
Residual Graph Convolutional Network for Bird's-Eye-View Semantic Segmentation	Qiuxiao Chen, Xiaojun Qi	2023	arxiv 2312.04044
ABCNet: Attentive Bilateral Contextual Network for Efficient Semantic Segmentation of Fine-Resolution Remote Sensing Images	Rui Li, Chenxi Duan	2021	arxiv 2102.02531
P-NOC: adversarial training of CAM generating networks for robust weakly supervised semantic segmentation priors	Lucas David, Helio Pedrini, Zanoni Dias	2023	arxiv 2305.12522
SwinMTL: A Shared Architecture for Simultaneous Depth Estimation and Semantic Segmentation from Monocular Camera Images	Pardis Taghavi, Reza Langari, Gaurav Pandey	2024	arxiv 2403.10662
AsymFormer: Asymmetrical Cross-Modal Representation Learning for Mobile Platform Real-Time RGB-D Semantic Segmentation	Siqi Du, Weixi Wang, Renzhong Guo	2023	arxiv 2309.14065
A Comparative Study on Multi-task Uncertainty Quantification in Semantic Segmentation and Monocular Depth Estimation	Steven Landgraf, Markus Hillemann, Theodor Kapler	2024	arxiv 2405.17097
InfoCLIP: Bridging Vision-Language Pretraining and Open-Vocabulary Semantic Segmentation via Information-Theoretic Alignment Transfer	Muyao Yuan, Yuanhong Zhang, Weizhan Zhang	2025	arxiv 2511.15967
SACANet: scene-aware class attention network for semantic segmentation of remote sensing images	Xiaowen Ma, Rui Che, Tingfeng Hong	2023	arxiv 2304.11424
Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach	Yunchao Wei, Jiashi Feng, Xiaodan Liang	2017	arxiv 1703.08448

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