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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| Open Vocabulary Panoptic Segmentation With Retrieval Augmentation | Nafis Sadeq, Qingfeng Liu, Mostafa El-Khamy | 2026 | arxiv 2601.12779 |
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| Lorentz Framework for Semantic Segmentation | Zahid Hasan, Masud Ahmed, Nirmalya Roy | 2026 | arxiv 2604.16836 |
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| T-REN: Learning Text-Aligned Region Tokens Improves Dense Vision-Language Alignment and Scalability | Savya Khosla, Sethuraman T V, Aryan Chadha | 2026 | arxiv 2604.18573 |
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| MFil-Mamba: Multi-Filter Scanning for Spatial Redundancy-Aware Visual State Space Models | Puskal Khadka, KC Santosh | 2026 | arxiv 2603.20074 |
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| SpatialBoost: Enhancing Visual Representation through Language-Guided Reasoning | Byungwoo Jeon, Dongyoung Kim, Huiwon Jang | 2026 | arxiv 2603.22057 |
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| Where Does Texture Evidence Live in SAM? Features, Proposal Masks, and Texture Segmentation | Nadav Orenstein, Aviad Cohen Zada, Shai Avidan | 2026 | arxiv 2606.14755 |
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| Sub-Semantic Image Segmentation | Aviad Cohen Zada, Nadav Orenstein, Shai Avidan | 2026 | arxiv 2606.14754 |
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| Vision Transformers Need Better Token Interaction | Linxiang Su | 2026 | arxiv 2605.23868 |
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| Active Spatial Guidance: Eliminating Injected Positional Mechanisms in Vision Transformers | Cong Liu, Xiaofang Li, Simon X. Yang | 2026 | arxiv 2607.00580 |
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| A Simple Approach to Image Tilt Correction with Self-Attention MobileNet for Smartphones | Siddhant Garg, Debi Prasanna Mohanty, Siva Prasad Thota | 2021 | arxiv 2111.00398 |
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