Domain Adaptation and Few-Shot Learning

21 ta ish

1. Track Finding with Deep Neural Networks

   M. Kucharczyk, M. W. Wolter

   MaqolaOAOchiq kirishAdvanced Neural Network ApplicationsComputer Science20190 iqtibos

   ABIABI:AkademIndex/2019.article.000586

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

   Fabio Cermelli, Massimiliano Mancini, Elisa Ricci +1

   PreprintOAOchiq kirishAdvanced Neural Network Applications20190 iqtibos

   ABIABI:AkademIndex/2019.preprint.000031

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

   Silvia Bucci, Mohammad Reza Loghmani, Tatiana Tommasi

   PreprintOAOchiq kirishDomain Adaptation and Few-Shot LearningLecture notes in computer science20200 iqtibos

   ABIABI:AkademIndex/2020.preprint.000001

4. Prototype-based Incremental Few-Shot Semantic Segmentation

   Fabio Cermelli, Massimiliano Mancini, Yongqin Xian +2

   PreprintOAOchiq kirishDomain Adaptation and Few-Shot LearningarXiv (Cornell University)20200 iqtibos

   ABIABI:AkademIndex/2020.preprint.000022

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

   Vittorio Mazzia, Francesco Salvetti, Marcello Chiaberge

   PreprintOAOchiq kirishAdvanced Neural Network ApplicationsScientific Reports20210 iqtibos

   ABIABI:AkademIndex/2021.preprint.000002

6. Rethinking Domain Generalization Baselines

   Francesco Cappio Borlino, Antonio D’Innocente, Tatiana Tommasi

   PreprintOAOchiq kirishDomain Adaptation and Few-Shot Learning20210 iqtibos

   ABIABI:AkademIndex/2021.preprint.000018

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

   Antonio Montanaro, Diego Valsesia, Giulia Fracastoro +1

   PreprintOAOchiq kirishRemote-Sensing Image ClassificationarXiv (Cornell University)20210 iqtibos

   ABIABI:AkademIndex/2021.preprint.000063

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

   Arslan Ali, Andrea Migliorati, Tiziano Bianchi +1

   PreprintOAOchiq kirishAdversarial Robustness in Machine Learning20210 iqtibos

   ABIABI:AkademIndex/2021.preprint.000073

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

   V. Mahalakshmi, Mukta Sandhu, Mohammad Shabaz +5

   MaqolaContext-Aware Activity Recognition SystemsComputers in Human Behavior20230 iqtibos

   ABIABI:AkademIndex/2023.article.002016

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

    MaqolaOAOchiq kirishDomain Adaptation and Few-Shot LearningBig Data Mining and Analytics20240 iqtibos

    ABIABI:AkademIndex/2024.article.000199

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

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

    MaqolaOAOchiq kirishRemote-Sensing Image ClassificationAI20250 iqtibos

    ABIABI:AkademIndex/2025.article.001484

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

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

    MaqolaMachine Learning and Data Classification20250 iqtibos

    ABIABI:AkademIndex/2025.article.011301

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

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

    MaqolaRecommender Systems and Techniques20250 iqtibos

    ABIABI:AkademIndex/2025.article.018707

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

    Prateeksha, Nigora Norqobilova, Ollabergan Allaberganov +3

    MaqolaDomain Adaptation and Few-Shot Learning20250 iqtibos

    ABIABI:AkademIndex/2025.article.018765

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

    Saksham Mittal, Samariddin Makhmudov, Sarvarbek Matniyozov +3

    MaqolaDomain Adaptation and Few-Shot Learning20250 iqtibos

    ABIABI:AkademIndex/2025.article.018773

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

    Carla Fabiana Chiasserini, Gustavo de Veciana, Francesco Malandrino

    MaqolaAdvanced Neural Network ApplicationsOpen MIND20260 iqtibos

    ABIABI:AkademIndex/2026.article.003687

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

    Carla Fabiana Chiasserini, Gustavo de Veciana, Francesco Malandrino

    MaqolaOAOchiq kirishAdvanced Neural Network ApplicationsZenodo (CERN European Organization for Nuclear Research)20260 iqtibos

    ABIABI:AkademIndex/2026.article.003710

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

    Otepbergenov Jetkerbay Sakbergenovich

    MaqolaOAOchiq kirishDomain Adaptation and Few-Shot LearningInternational Journal of Pedagogics20260 iqtibos

    ABIABI:AkademIndex/2026.article.015432

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

    Langtian Qin, Ian Andrew Harshbarger, Leïla Nasraoui +2

    MaqolaOAOchiq kirishDomain Adaptation and Few-Shot LearningZenodo (CERN European Organization for Nuclear Research)20260 iqtibos

    ABIABI:AkademIndex/2026.article.024638

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

    Langtian Qin, Ian Andrew Harshbarger, Leïla Nasraoui +2

    MaqolaOAOchiq kirishDomain Adaptation and Few-Shot LearningZenodo (CERN European Organization for Nuclear Research)20260 iqtibos

    ABIABI:AkademIndex/2026.article.024674

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

    Harsh Pratap Singh, Debasis Das, Gozzal Eshniyazova +2

    PreprintOAOchiq kirishAdvanced Graph Neural NetworksResearch Square20260 iqtibos

    ABIABI:AkademIndex/2026.preprint.001220