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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| When Does Supervised Training Pay Off? The Hidden Economics of Object Detection in the Era of Vision-Language Models |
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| Samer Al-Hamadani |
| 2025 |
| arxiv 2510.11302 |
| CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder | Yongmin Lee, Hye Won Chung | 2025 | arxiv 2510.18583 |
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| NeuroSwift: A Lightweight Cross-Subject Framework for fMRI Visual Reconstruction of Complex Scenes | Shiyi Zhang, Dong Liang, Yihang Zhou | 2025 | arxiv 2510.02266 |
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| LP-DETR: Layer-wise Progressive Relations for Object Detection | Zhengjian Kang, Ye Zhang, Xiaoyu Deng | 2025 | arxiv 2502.05147 |
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| Harnessing Caption Detailness for Data-Efficient Text-to-Image Generation | Xinran Wang, Muxi Diao, Yuanzhi Liu | 2025 | arxiv 2505.15172 |
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| LINEA: Fast and Accurate Line Detection Using Scalable Transformers | Sebastian Janampa, Marios Pattichis | 2025 | arxiv 2505.16264 |
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| CLIP-UP: A Simple and Efficient Mixture-of-Experts CLIP Training Recipe with Sparse Upcycling | Xinze Wang, Chen Chen, Yinfei Yang | 2025 | arxiv 2502.00965 |
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| Adaptive Spatial Augmentation for Semi-supervised Semantic Segmentation | Lingyan Ran, Yali Li, Tao Zhuo | 2025 | arxiv 2505.23438 |
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| L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning | Xiang Zhang, Run He, Jiao Chen | 2025 | arxiv 2506.00816 |
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| unMORE: Unsupervised Multi-Object Segmentation via Center-Boundary Reasoning | Yafei Yang, Zihui Zhang, Bo Yang | 2025 | arxiv 2506.01778 |
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