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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| 2025 |
| arxiv 2505.23926 |
| Semantic Segmentation and Depth Estimation for Real-Time Lunar Surface Mapping Using 3D Gaussian Splatting | Guillem Casadesus Vila, Adam Dai, Grace Gao | 2026 | arxiv 2603.18218 |
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| 3D Adapted Random Forest Vision (3DARFV) for Untangling Heterogeneous-Fabric Exceeding Deep Learning Semantic Segmentation Efficiency at the Utmost Accuracy | Omar Alfarisi, Zeyar Aung, Qingfeng Huang | 2022 | arxiv 2203.12469 |
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| Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation | Junjie Li, Zilei Wang, Yuan Gao | 2022 | arxiv 2208.06100 |
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| ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation | Kim-Celine Kahl, Carsten T. Lüth, Maximilian Zenk | 2024 | arxiv 2401.08501 |
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| Semi-Supervised Semantic Segmentation Methods for UW-OCTA Diabetic Retinopathy Grade Assessment | Zhuoyi Tan, Hizmawati Madzin, Zeyu Ding | 2022 | arxiv 2212.13486 |
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| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof | 2023 | arxiv 2307.14446 |
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| Revisiting Cross-Modal Knowledge Distillation: A Disentanglement Approach for RGBD Semantic Segmentation | Roger Ferrod, Cássio F. Dantas, Luigi Di Caro | 2025 | arxiv 2505.24361 |
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| DiCLIP: Diffusion Model Enhances CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation | Zhiwei Yang, Pengfei Song, Yucong Meng | 2026 | arxiv 2605.04593 |
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| Leveraging Swin Transformer for Local-to-Global Weakly Supervised Semantic Segmentation | Rozhan Ahmadi, Shohreh Kasaei | 2024 | arxiv 2401.17828 |
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| Perception Framework through Real-Time Semantic Segmentation and Scene Recognition on a Wearable System for the Visually Impaired | Yingzhi Zhang, Haoye Chen, Kailun Yang | 2021 | arxiv 2103.04136 |
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| Efficient Joint-Dimensional Search with Solution Space Regularization for Real-Time Semantic Segmentation | Peng Ye, Baopu Li, Tao Chen | 2022 | arxiv 2208.05271 |
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