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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| Filling the Gaps: A Multitask Hybrid Multiscale Generative Framework for Missing Modality in Remote Sensing Semantic Segmentation |
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| Nhi Kieu, Kien Nguyen, Arnold Wiliem |
| 2025 |
| arxiv 2509.11102 |
| VQS: Linking Segmentations to Questions and Answers for Supervised Attention in VQA and Question-Focused Semantic Segmentation | Chuang Gan, Yandong Li, Haoxiang Li | 2017 | arxiv 1708.04686 |
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| From Pixels to Images: A Structural Survey of Deep Learning Paradigms in Remote Sensing Image Semantic Segmentation | Quanwei Liu, Tao Huang, Jiaqi Yang | 2025 | arxiv 2505.15147 |
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| Spatially-Aware Evaluation Framework for Aerial LiDAR Point Cloud Semantic Segmentation: Distance-Based Metrics on Challenging Regions | Alex Salvatierra, José Antonio Sanz, Christian Gutiérrez | 2026 | arxiv 2603.22420 |
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| SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers | Enze Xie, Wenhai Wang, Zhiding Yu | 2021 | arxiv 2105.15203 |
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| Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation | Tianfei Zhou, Meijie Zhang, Fang Zhao | 2022 | arxiv 2203.09653 |
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| SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation | Yash Patel, Yusheng Xie, Yi Zhu | 2023 | arxiv 2302.03432 |
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| Edge-Gated CNNs for Volumetric Semantic Segmentation of Medical Images | Ali Hatamizadeh, Demetri Terzopoulos, Andriy Myronenko | 2020 | arxiv 2002.04207 |
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| SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation | Xiaolin Zhang, Yunchao Wei, Yi Yang | 2018 | arxiv 1810.09091 |
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| Cascaded Non-local Neural Network for Point Cloud Semantic Segmentation | Mingmei Cheng, Le Hui, Jin Xie | 2020 | arxiv 2007.15488 |
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| Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation | Yuyuan Liu, Yu Tian, Yuanhong Chen | 2021 | arxiv 2111.12903 |
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