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Toni Heittola

19 papers hereh-index 336.7k citations84 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author18

Across the 19 of 19 papers where every author was matched, so the position is known.

fields
  • eess.AS15
  • cs.SD3
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20172025
most citedConvolutional Recurrent Neural Networks for Polyphonic Sound Event Detection

625 citations · 1.4k across the 18 of their papers we have counts for

collaborators
Showing cs.SDShow all

3 papers · 1 filter

cs.SD2024

Multi-label Zero-Shot Audio Classification with Temporal Attention

Duygu Dogan, Huang Xie, Toni Heittola +1

Zero-shot learning models are capable of classifying new classes by transferring knowledge from the seen classes using auxiliary information. While most of the existing zero-shot l…

cs.SD2022

Zero-Shot Audio Classification using Image Embeddings

Duygu Dogan, Huang Xie, Toni Heittola +1

Supervised learning methods can solve the given problem in the presence of a large set of labeled data. However, the acquisition of a dataset covering all the target classes typica…

cs.SD2017★ 87 cited

Sound Event Detection in Multichannel Audio Using Spatial and Harmonic Features

Sharath Adavanne, Giambattista Parascandolo, Pasi Pertilä +2

In this paper, we propose the use of spatial and harmonic features in combination with long short term memory (LSTM) recurrent neural network (RNN) for automatic sound event detect…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.