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Domain Adaptation and Few-Shot Learning Sign in to save
79
Aachen papers (primary topic)
311
Further papers (secondary topic)
1.1k
Citations
81
Aachen authors
Papers per year
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Papers 79
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Overcoming data scarcity in biomedical imaging with a foundational multi-task model2024 Nature Computational Science article Computer Science Domain Adaptation and Few-Shot Learning Open access
Till Nicke, Henning Höfener, Annkristin Lange, Dorit Merhof, Friedrich Feuerhake, Volkmar Schulz, +2 more
73citations -
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift2022 ACM International Conference on Multimedia (ACM MM) conference-paper Computer Science Domain Adaptation and Few-Shot Learning Open access cited by 1 patent
Felix Ott, David Rügamer, Lucas Heublein, Bernd Bischl, Christopher Mutschler
34citations -
ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models31citations
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Continual learning in medical image analysis: A comprehensive review of recent advancements and future prospects2025 Medical Image Analysis article Computer Science Domain Adaptation and Few-Shot Learning Open access
Joohi Chauhan, Afshin Bozorgpour, Boqiang Huang, Reza Azad, Dorit Merhof
26citations -
Clustering-based Domain-Incremental Learning2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) conference-paper Computer Science Domain Adaptation and Few-Shot Learning Open access
Christiaan Lamers, René Vidal, Nabil Belbachir, Bas van Stein, Thomas Bäck, Paris V. Giampouras
20citations -
Low-Resource Vision Challenges for Foundation Models11citations
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MEFT: Memory-Efficient Fine-Tuning through Sparse Adapter2024 Annual Meeting of the Association for Computational Linguistics (ACL) conference-paper Computer Science Domain Adaptation and Few-Shot Learning Open access
Jitai Hao, Weiwei Sun, Xin Xin, Qi Meng, Zhumin Chen, Pengjie Ren, +1 more
6citations
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