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--- |
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extra_gated_prompt: >- |
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Please login HuggingFace to register your email and research affiliation to get auto-approval. Welcome to DCASE 2025 Task-5 https://dcase.community/challenge2025/ |
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extra_gated_fields: |
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Full Name: text |
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Email: text |
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Affiliation: text |
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Country: country |
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Specific date: date_picker |
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I want to use this model for: |
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type: select |
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options: |
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- Research |
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- Education |
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- Product Development |
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- Others |
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- label: Other |
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value: other |
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language: |
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- en |
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--- |
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## DCASE 2025 Audio Question and Answering |
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<p align="center"> |
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<img src="img-dcase.png" width="45%"> |
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<br /> |
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<span> |
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The proposed audio question answering (AQA) dataset |
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with three categories: Bioacoustics QA (BQA), Temporal Soundscapes QA (TSQA), and Complex QA (CQA) |
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</span> |
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</p> |
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- [DCASE 2025 Task Description](https://dcase.community/challenge2025/task-audio-question-answering) |
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- [Audio QA Model Baseline](https://huggingface.co/PeacefulData/2025_DCASE_AudioQA_Baseline) |
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- [Watkins Marine Mammal Sound Database](https://whoicf2.whoi.edu/science/B/whalesounds/index.cfm) |
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- "Watkins Marine Mammal Sound Database, Woods Hole Oceanographic Institution and the New Bedford Whaling Museum." |
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### Preparing the Task 5 Training and Dev Data |
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``` |
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git clone https://huggingface.co/datasets/PeacefulData/2025_DCASE_AudioQA_Official # clone the questions |
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cd 2025_DCASE_AudioQA_Official |
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bash download_dcase_25_task5_challenge_audio.sh # download the audio data part 1 will access via Watkins Marine Mammal Sound Database's official link |
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``` |
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### Eval Set |
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``` |
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cd 2025_DCASE_AudioQA_Official |
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git pull # in the root 2025_DCASE_AudioQA_Official |
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bash eval_download_aqa_2025.sh # download the audio data part 1 will access via Watkins Marine Mammal Sound Database's official link |
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``` |
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[DCASE 2025 Submission Guideline and Report](https://dcase.community/challenge2025/task-audio-question-answering#submission) |
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### References |
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- [Multi-Domain Audio Question Answering Toward Acoustic Content Reasoning in The DCASE 2025 Challenge](https://arxiv.org/abs/2505.07365) |
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- Our technical report for DCASE 2025 challenge, feel free to refer this bib for reference. |
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```bib |
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@article{aqa2025multi, |
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title={Multi-Domain Audio Question Answering Toward Acoustic Content Reasoning in The DCASE 2025 Challenge}, |
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author={Yang, Chao-Han Huck and Ghosh, Sreyan and Wang, Qing and Kim, Jaeyeon and Hong, Hengyi and Kumar, Sonal and Zhong, Guirui and Kong, Zhifeng and Sakshi, S and Lokegaonkar, Vaibhavi and Nieto, Oriol and Duraiswami, Ramani and Manocha, Dinesh and Kim, Gunhee and Du, Jun and Valle, Rafael and Catanzaro, Bryan}, |
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journal={arXiv preprint arXiv:2505.07365}, |
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year={2025}, |
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url={https://arxiv.org/abs/2505.07365} |
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} |
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``` |
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