Searching Audio With Text: My Bachelor Thesis
Автор: youniss
Загружено: 2025-12-12
Просмотров: 27
Описание:
In this video, I share my thesis presentation on novel methods for comparing audio and text for retrieval. I delve into the limitations of traditional search engines and propose a new approach to search through multiple modalities without relying on text comparison. By converting text and audio into vectors called embeddings and calculating their similarity, we aim to improve accuracy. I discuss the baseline system, our proposed method of transforming embeddings into pseudo-images for a vision transformer, and our experimental results. Despite underwhelming performance, this exploration offers valuable insights and potential future improvements. Special thanks to my team members and supervisors for their support.
00:00 Introduction and Personal Journey
00:31 Traditional Search Engines and Their Limitations
01:22 Thesis Overview and Objectives
02:18 Acknowledgements and Team Contributions
02:50 Understanding Audio-Text Retrieval
06:01 Baseline System Explained
10:45 Proposed Method: Vision Proxy Approach
12:18 Experiment and Results
13:52 Discussion and Future Improvements
15:22 Conclusion and Final Thoughts
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