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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| 2020 |
| arxiv 2008.11014 |
| PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training | An Tran, Ali Zonoozi, Jagannadan Varadarajan | 2020 | arxiv 2010.06932 |
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| The Ethical Dilemma when (not) Setting up Cost-based Decision Rules in Semantic Segmentation | Robin Chan, Matthias Rottmann, Radin Dardashti | 2019 | arxiv 1907.01342 |
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| Unlocking Robust Semantic Segmentation Performance via Label-only Elastic Deformations against Implicit Label Noise | Yechan Kim, Dongho Yoon, Younkwan Lee | 2025 | arxiv 2508.10383 |
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| MSCFNet: A Lightweight Network With Multi-Scale Context Fusion for Real-Time Semantic Segmentation | Guangwei Gao, Guoan Xu, Yi Yu | 2021 | arxiv 2103.13044 |
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| ItNet: iterative neural networks with small graphs for accurate, efficient and anytime semantic segmentation | Thomas Pfeil | 2021 | arxiv 2101.08685 |
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| FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery | Anatol Garioud, Nicolas Gonthier, Loic Landrieu | 2023 | arxiv 2310.13336 |
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| LIX: Implicitly Infusing Spatial Geometric Prior Knowledge into Visual Semantic Segmentation for Autonomous Driving | Sicen Guo, Ziwei Long, Zhiyuan Wu | 2024 | arxiv 2403.08215 |
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| Less is More: Towards Efficient Few-shot 3D Semantic Segmentation via Training-free Networks | Xiangyang Zhu, Renrui Zhang, Bowei He | 2023 | arxiv 2308.12961 |
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| Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization | Haoyu Ma, Xiangru Lin, Zifeng Wu | 2021 | arxiv 2103.13041 |
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| 4D Radar Semantic Segmentation of People in Field Conditions Using Temporal Multi-View Networks | Mikael Skog, Oleksandr Kotlyar, Vladimír Kubelka | 2024 | arxiv 2404.05307 |
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| GeomPrompt: Geometric Prompt Learning for RGB-D Semantic Segmentation Under Missing and Degraded Depth | Krishna Jaganathan, Patricio Vela | 2026 | arxiv 2604.11585 |
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