McCallum, Matthew C.
- Supervised and Unsupervised Learning of Audio Representations for Music Understanding
2022/10/07 by Matthew McCallum, Filip Korzeniowski, McCallum, Matthew C. +7 · 8 citations
Arts and Humanities · Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Diverse Musicological Studies #FOS: Computer and information sciences #FOS: Electrical engineering #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Multimedia (cs.MM) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #electronic engineering #information engineering
- Similar but Faster: Manipulation of Tempo in Music Audio Embeddings for Tempo Prediction and Search
2024/01/17 by Matthew McCallum, Florian Henkel, McCallum, Matthew C. +7 · 2 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Digital Libraries (cs.DL) #FOS: Computer and information sciences #FOS: Electrical engineering #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
- Tempo estimation as fully self-supervised binary classification
2024/01/17 by Florian Henkel, Henkel, Florian, Jaehun Kim +7 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
- On the Effect of Data-Augmentation on Local Embedding Properties in the Contrastive Learning of Music Audio Representations
2024/01/17 by McCallum, Matthew C., Davies, Matthew E. P., Henkel, Florian +2 · 1 citation
#Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Multimedia (cs.MM) #Sound (cs.SD) #electronic engineering #information engineering