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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| 2026 |
| arxiv 2603.01174 |
| Quantifying Explanation Consistency: The C-Score Metric for CAM-Based Explainability in Medical Image Classification | Kabilan Elangovan, Daniel Ting | 2026 | arxiv 2604.08502 |
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| I Can't Believe TTA Is Not Better: When Test-Time Augmentation Hurts Medical Image Classification | Daniel Nobrega Medeiros | 2026 | arxiv 2604.09697 |
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| Synthetic Data Generation for Long-Tail Medical Image Classification: A Case Study in Skin Lesions | Jiaxiang Jiang, Mahesh Subedar, Omesh Tickoo | 2026 | arxiv 2605.03221 |
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| Dual-Qubit Hierarchical Fuzzy Neural Network for Image Classification: Enabling Relational Learning via Quantum Entanglement | Wenwei Zhang, Jintao Wang, Tianyu Ye | 2025 | arxiv 2512.13274 |
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| Uncertainty-Preserving QBNNs: Multi-Level Quantization of SVI-Based Bayesian Neural Networks for Image Classification | Hendrik Borras, Yong Wu, Bernhard Klein | 2025 | arxiv 2512.10602 |
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| Semi-Supervised Hyperspectral Image Classification with Edge-Aware Superpixel Label Propagation and Adaptive Pseudo-Labeling | Yunfei Qiu, Qiqiong Ma, Tianhua Lv | 2026 | arxiv 2601.18049 |
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| On machine learning analysis of atomic force microscopy images for image classification, sample surface recognition | Igor Sokolov | 2024 | arxiv 2403.16230 |
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| FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification | Zhuo Zheng, Yanfei Zhong, Ailong Ma | 2020 | arxiv 2011.05670 |
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| Optimizing Federated Learning for Medical Image Classification on Distributed Non-iid Datasets with Partial Labels | Pranav Kulkarni, Adway Kanhere, Paul H. Yi | 2023 | arxiv 2303.06180 |
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| BayTTA: Uncertainty-aware medical image classification with optimized test-time augmentation using Bayesian model averaging | Zeinab Sherkatghanad, Moloud Abdar, Mohammadreza Bakhtyari | 2024 | arxiv 2406.17640 |
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| Boosting Hyperspectral Image Classification with Gate-Shift-Fuse Mechanisms in a Novel CNN-Transformer Approach | Mohamed Fadhlallah Guerri, Cosimo Distante, Paolo Spagnolo | 2024 | arxiv 2406.14120 |
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