Skip to main content
AkademIndex

Products

For developers

AkademBaseOpen API for the ecosystem

Domain Adaptation and Few-Shot Learning

21 works

  1. Track Finding with Deep Neural Networks

    M. Kucharczyk, M. W. Wolter

    ArticleAdvanced Neural Network ApplicationsComputer Science20190 citations
    ABI

  2. The RGB-D Triathlon: Towards Agile Visual Toolboxes for Robots

    Fabio Cermelli, Massimiliano Mancini, Elisa Ricci +1

    PreprintAdvanced Neural Network Applications20190 citations
    ABI

  3. On the Effectiveness of Image Rotation for Open Set Domain Adaptation

    Silvia Bucci, Mohammad Reza Loghmani, Tatiana Tommasi

    PreprintDomain Adaptation and Few-Shot LearningLecture notes in computer science20200 citations
    ABI

  4. Prototype-based Incremental Few-Shot Semantic Segmentation

    Fabio Cermelli, Massimiliano Mancini, Yongqin Xian +2

    PreprintDomain Adaptation and Few-Shot LearningarXiv (Cornell University)20200 citations
    ABI

  5. Efficient-CapsNet: capsule network with self-attention routing

    Vittorio Mazzia, Francesco Salvetti, Marcello Chiaberge

    PreprintAdvanced Neural Network ApplicationsScientific Reports20210 citations
    ABI

  6. Rethinking Domain Generalization Baselines

    Francesco Cappio Borlino, Antonio D’Innocente, Tatiana Tommasi

    PreprintDomain Adaptation and Few-Shot Learning20210 citations
    ABI

  7. Self-supervised learning for joint SAR and multispectral land cover classification

    Antonio Montanaro, Diego Valsesia, Giulia Fracastoro +1

    PreprintRemote-Sensing Image ClassificationarXiv (Cornell University)20210 citations
    ABI

  8. Beyond cross-entropy: learning highly separable feature distributions for robust and accurate classification

    Arslan Ali, Andrea Migliorati, Tiziano Bianchi +1

    PreprintAdversarial Robustness in Machine Learning20210 citations
    ABI

  9. Few-shot learning-based human behavior recognition model

    V. Mahalakshmi, Mukta Sandhu, Mohammad Shabaz +5

    ArticleContext-Aware Activity Recognition SystemsComputers in Human Behavior20230 citations
    ABI

  10. TV-SAM: Increasing Zero-Shot Segmentation Performance on Multimodal Medical Images Using GPT-4 Generated Descriptive Prompts Without Human Annotation

    Zekun Jiang, Dongjie Cheng, Ziyuan Qin +10

    ArticleDomain Adaptation and Few-Shot LearningBig Data Mining and Analytics20240 citations
    ABI

  11. Remote Sensing Scene Classification via Multi-Feature Fusion Based on Discriminative Multiple Canonical Correlation Analysis

    Shavkat Fazilov, O.R. Yusupov, Yigitali Khandamov +3

    ArticleRemote-Sensing Image ClassificationAI20250 citations
    ABI

  12. AutoML-Driven Architecture Optimization for Efficient and Scalable Neural Network Design

    Zainab Kadum Jabber, Tholfiqar Z. Ismail, Nigora Yokubova +3

    ArticleMachine Learning and Data Classification20250 citations
    ABI

  13. Cross-Domain Transfer Learning Framework for Personalized Recommendation Systems Leveraging Heterogeneous Big Data Streams

    Joel Osei-Asiamah, Malik Bader Alazzam, Ajmeera Kiran +3

    ArticleRecommender Systems and Techniques20250 citations
    ABI

  14. Few-Shot Learning for Domain-Specific Intent Detection in Task-Oriented Dialog Systems

    Prateeksha, Nigora Norqobilova, Ollabergan Allaberganov +3

    ArticleDomain Adaptation and Few-Shot Learning20250 citations
    ABI

  15. Meta-Learning for Few-Shot Adaptation in Robotic Control Tasks

    Saksham Mittal, Samariddin Makhmudov, Sarvarbek Matniyozov +3

    ArticleDomain Adaptation and Few-Shot Learning20250 citations
    ABI

  16. TIDE: Task-driven DNN Training and Splitting for Efficient Inference at the Mobile Edge

    Carla Fabiana Chiasserini, Gustavo de Veciana, Francesco Malandrino

    ArticleAdvanced Neural Network ApplicationsOpen MIND20260 citations
    ABI

  17. TIDE: Task-driven DNN Training and Splitting for Efficient Inference at the Mobile Edge

    Carla Fabiana Chiasserini, Gustavo de Veciana, Francesco Malandrino

    ArticleAdvanced Neural Network ApplicationsZenodo (CERN European Organization for Nuclear Research)20260 citations
    ABI

  18. Methods for Improving the Efficiency of Artificial Intelligence on Small Datasets: Alternative Algorithms and Transfer Learning

    Otepbergenov Jetkerbay Sakbergenovich

    ArticleDomain Adaptation and Few-Shot LearningInternational Journal of Pedagogics20260 citations
    ABI

  19. OMNIS: Semantic RAN Slicing via Dynamic Split Neural Networks

    Langtian Qin, Ian Andrew Harshbarger, Leïla Nasraoui +2

    ArticleDomain Adaptation and Few-Shot LearningZenodo (CERN European Organization for Nuclear Research)20260 citations
    ABI

  20. OMNIS: Semantic RAN Slicing via Dynamic Split Neural Networks

    Langtian Qin, Ian Andrew Harshbarger, Leïla Nasraoui +2

    ArticleDomain Adaptation and Few-Shot LearningZenodo (CERN European Organization for Nuclear Research)20260 citations
    ABI

  21. Rafale: Towards the Efficient Resource-Aware Federated Knowledge Distillation on Heterogeneous Clients

    Harsh Pratap Singh, Debasis Das, Gozzal Eshniyazova +2

    PreprintAdvanced Graph Neural NetworksResearch Square20260 citations
    ABI