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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| Nikita Araslanov, Martin Sundermeyer, Hidenobu Matsuki |
| 2026 |
| arxiv 2604.26488 |
| Beyond Standard Benchmarks: A Systematic Audit of Vision-Language Model's Robustness to Natural Semantic Variation Across Diverse Tasks | Jia Chengyu, AprilPyone MaungMaung, Huy H. Nguyen | 2026 | arxiv 2604.04473 |
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| From Boundaries to Semantics: Prompt-Guided Multi-Task Learning for Petrographic Thin-section Segmentation | Yili Ren, Shiqi Wen, Li Hou | 2026 | arxiv 2604.14805 |
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| Identification and Structural Characterization of Twisted Atomically Thin Bilayer Materials by Deep Learning | Haitao Yang, Ruiqi Hu, Heng Wu | 2026 | arxiv 2604.15960 |
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| DouC: Dual-Branch CLIP for Training-Free Open-Vocabulary Segmentation | Mohamad Zamini, Diksha Shukla | 2026 | arxiv 2604.24997 |
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| GeoSURGE: Geo-localization using Semantic Fusion with Hierarchy of Geographic Embeddings | Angel Daruna, Nicholas Meegan, Han-Pang Chiu | 2025 | arxiv 2510.01448 |
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| Segmentation-Based Attention Entropy: Detecting and Mitigating Object Hallucinations in Large Vision-Language Models | Jiale Song, Jiaxin Luo, Xue-song Tang | 2026 | arxiv 2603.16558 |
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| Learning Coordinate-based Convolutional Kernels for Continuous SE(3) Equivariant and Efficient Point Cloud Analysis | Jaein Kim, Hee Bin Yoo, Dong-Sig Han | 2026 | arxiv 2603.17538 |
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| CataractSAM-2: A Domain-Adapted Model for Anterior Segment Surgery Segmentation and Scalable Ground-Truth Annotation | Mohammad Eslami, Dhanvinkumar Ganeshkumar, Saber Kazeminasab | 2026 | arxiv 2603.21566 |
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| Enhancing Floor Plan Recognition: A Hybrid Mix-Transformer and U-Net Approach for Precise Wall Segmentation | Dmitriy Parashchuk, Alexey Kaspshitskiy, Yuriy Karyakin | 2025 | arxiv 2512.02413 |
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| A Survey on Deep Learning Architectures for Point Cloud Classification and Segmentation | Minhas Kamal, Hiranya Garbha Kumar, Balakrishnan Prabhakaran | 2026 | arxiv 2605.17131 |
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