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xieh97/README.md

Hi there 👋

  • 📆 I am currently a PhD student specializing in Machine Learning, Audio Processing, and Natural Language Processing, with a particular focus on Audio Language Modeling, Audio Content Retrieval, and Multimodal Learning.
  • 🎯 My Interests
    • 🎲 Machine Learning / Deep Learning (pytorch, scikit-learn, ...)
    • 📈 Data Analysis (numpy, scipy, pandas, ...)
    • 📑 NLP & Text Analysis (nltk, ...)
    • 📊 Visualization (matplotlib, ...)
    • 🚀 Software Development (Django, Spring, Hibernate, ...)
    • 💻 Programming (Python, Java, JavaScript, SQL, ...)
  • 📘 My Publications
    • 📃 H. Xie, K. Khorrami, O. Räsänen, and T. Virtanen, "Crowdsourcing and Evaluating Text-Based Audio Retrieval Relevances," in Proc. Detect. Classif. Acoust. Scenes Events Work. (DCASE), 2023, pp. 226-230. arXiv
    • 📃 H. Xie, O. Räsänen, and T. Virtanen, "On Negative Sampling for Contrastive Audio-Text Retrieval," in Proc. Int. Conf. Acoustic., Speech and Signal Process. (ICASSP), 2023, pp. 1-5. arXiv
    • 📃 H. Xie, S. Lipping, and T. Virtanen, "Language-based Audio Retrieval Task in DCASE 2022 Challenge," in Proc. Detect. Classif. Acoust. Scenes Events Work. (DCASE), 2022, pp. 216-220. arXiv
    • 📃 H. Xie, O. Räsänen, K. Drossos, and T. Virtanen, "Unsupervised Audio-Caption Aligning Learns Correspondences Between Individual Sound Events and Textual Phrases," in Proc. Int. Conf. Acoustic., Speech and Signal Process. (ICASSP), 2022, pp. 8867-8871. arXiv
    • 📃 H. Xie, O. Räsänen, and T. Virtanen, "Zero-Shot Audio Classification with Factored Linear and Nonlinear Acoustic-Semantic Projections," in Proc. Int. Conf. Acoustic., Speech and Signal Process. (ICASSP), 2021, pp. 326-330. arXiv
    • 📃 H. Xie and T. Virtanen, "Zero-Shot Audio Classification via Semantic Embeddings," in IEEE/ACM Trans. Audio Speech Lang. Process., vol. 29, pp. 1233-1242, 2021. arXiv
    • 📃 H. Xie and T. Virtanen, "Zero-Shot Audio Classification Based on Class Label Embeddings," in Proc. Work. Appl. Signal Process. Audio and Acoustic. (WASPAA), 2019, pp. 264-267. arXiv
  • 📌 My Activities
    • 🏆 Task coordinator for Language-based Audio Retrieval in DCASE Challenge 2022 (Task 6), 2023 (Task 6), and 2024 (Task 8).

Pinned Loading

  1. contrastive-negative-sampling contrastive-negative-sampling Public

    Source code for negative sampling for contrastive audio-text retrieval (ICASSP 2023)

    Python 1

  2. audio-caption-aligning audio-caption-aligning Public

    Source code for audio-caption aligning (ICASSP 2022)

    Python 1

  3. dcase2023-audio-retrieval dcase2023-audio-retrieval Public

    Baseline system for Language-based Audio Retrieval (Task 6B) in DCASE 2023 Challenge

    Python 4 2

  4. dcase2022-audio-retrieval dcase2022-audio-retrieval Public

    Baseline system for Language-based Audio Retrieval (Task 6B) in DCASE 2022 Challenge

    Python 7 1

  5. retrieval-relevance-crowdsourcing retrieval-relevance-crowdsourcing Public

    Data and instructions for crowdsourcing text-based audio retrieval relevances

    HTML

  6. audiocaps-dl audiocaps-dl Public

    Python program to download AudioCaps from YouTube.com

    Python 1