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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| LUMix: Improving Mixup by Better Modelling Label Uncertainty |
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| Shuyang Sun, Jie-Neng Chen, Ruifei He |
| 2022 |
| arxiv 2211.15846 |
| Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum | Yosuke Shinya, Edgar Simo-Serra, Taiji Suzuki | 2019 | arxiv 1909.04021 |
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| Embedding Propagation: Smoother Manifold for Few-Shot Classification | Pau Rodríguez, Issam Laradji, Alexandre Drouin | 2020 | arxiv 2003.04151 |
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| Is Robustness the Cost of Accuracy? -- A Comprehensive Study on the Robustness of 18 Deep Image Classification Models | Dong Su, Huan Zhang, Hongge Chen | 2018 | arxiv 1808.01688 |
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| Self-Supervised Similarity Learning for Digital Pathology | Jacob Gildenblat, Eldad Klaiman | 2019 | arxiv 1905.08139 |
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| DetNAS: Backbone Search for Object Detection | Yukang Chen, Tong Yang, Xiangyu Zhang | 2019 | arxiv 1903.10979 |
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| Is Synthetic Image Augmentation Useful for Imbalanced Classification Problems? Case-Study on the MIDOG2025 Atypical Cell Detection Competition | Leire Benito-Del-Valle, Pedro A. Moreno-Sánchez, Itziar Egusquiza | 2025 | arxiv 2509.02612 |
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| GenFormer -- Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets | Sven Oehri, Nikolas Ebert, Ahmed Abdullah | 2024 | arxiv 2408.14131 |
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| The Origins and Prevalence of Texture Bias in Convolutional Neural Networks | Katherine L. Hermann, Ting Chen, Simon Kornblith | 2019 | arxiv 1911.09071 |
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| Concept Generalization in Visual Representation Learning | Mert Bulent Sariyildiz, Yannis Kalantidis, Diane Larlus | 2020 | arxiv 2012.05649 |
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