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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| Hakan Emre Gedik, Andrew Martin, Mustafa Munir |
| 2025 |
| arxiv 2509.25570 |
| IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation | Xiao Yu, Yan Fang, Yao Zhao | 2025 | arxiv 2502.04870 |
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| Vision-Language Integration for Zero-Shot Scene Understanding in Real-World Environments | Manjunath Prasad Holenarasipura Rajiv, B. M. Vidyavathi | 2025 | arxiv 2510.25070 |
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| Classifier Enhancement Using Extended Context and Domain Experts for Semantic Segmentation | Huadong Tang, Youpeng Zhao, Min Xu | 2025 | arxiv 2510.25174 |
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| Training a Student Expert via Semi-Supervised Foundation Model Distillation | Pardis Taghavi, Tian Liu, Renjie Li | 2026 | arxiv 2604.03841 |
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| Breaking the Resource Wall: Geometry-Guided Sequence Modeling for Efficient Semantic Segmentation | Sheng-Wei Chan, Hsin-Jui Pan, Chun-Po Shen | 2026 | arxiv 2604.23399 |
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| A novel Framework for Open-Vocabulary Multi-Object Recognition using CLIP | Wei Yu Chen, Ying Dai | 2026 | arxiv 2603.05962 |
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| ExPLoRe: Expert Patch-Level Loss Routing for Multi-Objective Masked Image Modeling | Konstantinos Georgiou, Maofeng Tang, Hairong Qi | 2026 | arxiv 2606.31201 |
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| Unifying Contrastive and Generative Objectives for Visual Understanding and Text-to-Image Generation | Chao Li, Tianhong Li, Sai Vidyaranya Nuthalapati | 2026 | arxiv 2603.02667 |
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| RATS! Patches Talk Through Registers: Emergent Parts in Register Attention Transformers | Timing Yang, Predrag Neskovic, Jansen Seheult | 2026 | arxiv 2606.14701 |
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