The NTT DCASE2020 Challenge Task 6 system: Automated Audio Captioning with Keywords and Sentence Length Estimation
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Abstract (arXiv)
This technical report describes the system participating to the Detection and Classification of Acoustic Scenes and Events (DCASE) 2020 Challenge, Task 6: automated audio captioning. Our submission focuses on solving two indeterminacy problems in automated audio captioning: word selection indeterminacy and sentence length indeterminacy. We simultaneously solve the main caption generation and sub indeterminacy problems by estimating keywords and sentence length through multi-task learning. We tested a simplified model of our submission using the development-testing dataset. Our model achieved 20.7 SPIDEr score where that of the baseline system was 5.4.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Jul 2020.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 2; 2024: 0; 2025: 1.
8 papers.
- 2021BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representationcited by 106
- 2023LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPTcited by 77
- 2021DECAR: Deep Clustering for learning general-purpose Audio Representationscited by 7
- 2022Audio Barlow Twins: Self-Supervised Audio Representation Learningcited by 4
- 2022Text-to-Audio Grounding Based Novel Metric for Evaluating Audio Caption Similaritycited by 1
- 2025AC/DC: LLM-based Audio Comprehension via Dialogue Continuationcited by 1
- 2022DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learningcited by 0
- 2023UNFUSED: UNsupervised Finetuning Using SElf supervised Distillationcited by 0
- 2025AC/DC: LLM-based Audio Comprehension via Dialogue Continuation12 Jun 2025
- 2023LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT7 Oct 2023
- 2023UNFUSED: UNsupervised Finetuning Using SElf supervised Distillation10 Mar 2023
- 2022Text-to-Audio Grounding Based Novel Metric for Evaluating Audio Caption Similarity3 Oct 2022
- 2022Audio Barlow Twins: Self-Supervised Audio Representation Learning28 Sep 2022
- 2022DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning25 Mar 2022
- 2021DECAR: Deep Clustering for learning general-purpose Audio Representations17 Oct 2021
- 2021BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation11 Mar 2021