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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| SemanticVoxels: Sequential Fusion for 3D Pedestrian Detection using LiDAR Point Cloud and Semantic Segmentation |
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| Juncong Fei, Wenbo Chen, Philipp Heidenreich |
| 2020 |
| arxiv 2009.12276 |
| OV-Stitcher: A Global Context-Aware Framework for Training-Free Open-Vocabulary Semantic Segmentation | Seungjae Moon, Seunghyun Oh, Youngmin Ro | 2026 | arxiv 2604.08110 |
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| Design and Behavior of Sparse Mixture-of-Experts Layers in CNN-based Semantic Segmentation | Svetlana Pavlitska, Haixi Fan, Konstantin Ditschuneit | 2026 | arxiv 2604.13761 |
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| AIFloodSense: A Global Aerial Imagery Dataset for Semantic Segmentation and Understanding of Flooded Environments | Georgios Simantiris, Konstantinos Bacharidis, Apostolos Papanikolaou | 2025 | arxiv 2512.17432 |
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| ARM: A Learnable, Plug-and-Play Module for CLIP-based Open-vocabulary Semantic Segmentation | Ziquan Liu, Zhewei Zhu, Xuyang Shi | 2025 | arxiv 2512.24224 |
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| Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods | Steve Ahlswede, Nimisha Thekke-Madam, Christian Schulz | 2022 | arxiv 2201.07495 |
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| Attention guided global enhancement and local refinement network for semantic segmentation | Jiangyun Li, Sen Zha, Chen Chen | 2022 | arxiv 2204.04363 |
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| See More Than Once -- Kernel-Sharing Atrous Convolution for Semantic Segmentation | Ye Huang, Qingqing Wang, Wenjing Jia | 2019 | arxiv 1908.09443 |
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| Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation | Jiaming Zhang, Kailun Yang, Chaoxiang Ma | 2022 | arxiv 2203.01452 |
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| Scan-based Semantic Segmentation of LiDAR Point Clouds: An Experimental Study | Larissa T. Triess, David Peter, Christoph B. Rist | 2020 | arxiv 2004.11803 |
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| Embedded Deployment of Semantic Segmentation in Medicine through Low-Resolution Inputs | Erik Ostrowski, Muhammad Shafique | 2024 | arxiv 2403.05340 |
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