Multimodal music information processing and retrieval: survey and future challenges
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Abstract (arXiv)
Towards improving the performance in various music information processing tasks, recent studies exploit different modalities able to capture diverse aspects of music. Such modalities include audio recordings, symbolic music scores, mid-level representations, motion, and gestural data, video recordings, editorial or cultural tags, lyrics and album cover arts. This paper critically reviews the various approaches adopted in Music Information Processing and Retrieval and highlights how multimodal algorithms can help Music Computing applications. First, we categorize the related literature based on the application they address. Subsequently, we analyze existing information fusion approaches, and we conclude with the set of challenges that Music Information Retrieval and Sound and Music Computing research communities should focus in the next years.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Feb 2019.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 2; 2024: 3; 2025: 2.
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- 2021What all do audio transformer models hear? Probing Acoustic Representations for Language Delivery and its Structurecited by 52
- 2023LLark: A Multimodal Instruction-Following Language Model for Musiccited by 29
- 2021Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directionscited by 21
- 2022A Perceptual Measure for Evaluating the Resynthesis of Automatic Music Transcriptionscited by 4
- 2025Music Audio-Visual Question Answering Requires Specialized Multimodal Designscited by 4
- 2022Late multimodal fusion for image and audio music transcriptioncited by 3
- 2024MusicLIME: Explainable Multimodal Music Understandingcited by 3
- 2025Musical Score Understanding Benchmark: Evaluating Large Language Models' Comprehension of Complete Musical Scorescited by 2
- 2021Multimodal Classification: Current Landscape, Taxonomy and Future Directionscited by 0
- 2022Efficient Cross-Modal Retrieval via Deep Binary Hashing and Quantizationcited by 0
- 2023Knowledge-based Multimodal Music Similaritycited by 0
- 2024Music Era Recognition Using Supervised Contrastive Learning and Artist Informationcited by 0
1 more
- 2025Musical Score Understanding Benchmark: Evaluating Large Language Models' Comprehension of Complete Musical Scores24 Nov 2025
- 2025Music Audio-Visual Question Answering Requires Specialized Multimodal Designs27 May 2025
- 2024MusicLIME: Explainable Multimodal Music Understanding16 Sep 2024
- 2024Benchmarking Sub-Genre Classification For Mainstage Dance Music10 Sep 2024
- 2024Music Era Recognition Using Supervised Contrastive Learning and Artist Information7 Jul 2024
- 2023LLark: A Multimodal Instruction-Following Language Model for Music11 Oct 2023
- 2023Knowledge-based Multimodal Music Similarity21 Jun 2023
- 2022Late multimodal fusion for image and audio music transcription6 Apr 2022
- 2022A Perceptual Measure for Evaluating the Resynthesis of Automatic Music Transcriptions24 Feb 2022
- 2022Efficient Cross-Modal Retrieval via Deep Binary Hashing and Quantization15 Feb 2022
- 2021Multimodal Classification: Current Landscape, Taxonomy and Future Directions18 Sep 2021
- 2021Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions24 Jul 2021
- 2021What all do audio transformer models hear? Probing Acoustic Representations for Language Delivery and its Structurecited by 52
- 2023LLark: A Multimodal Instruction-Following Language Model for Musiccited by 29
- 2021Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directionscited by 21
- 2022A Perceptual Measure for Evaluating the Resynthesis of Automatic Music Transcriptionscited by 4
- 2022Late multimodal fusion for image and audio music transcriptioncited by 3
- 2024MusicLIME: Explainable Multimodal Music Understandingcited by 3
- 2025Musical Score Understanding Benchmark: Evaluating Large Language Models' Comprehension of Complete Musical Scorescited by 2
- 2021Multimodal Classification: Current Landscape, Taxonomy and Future Directionscited by 0
- 2022Efficient Cross-Modal Retrieval via Deep Binary Hashing and Quantizationcited by 0
- 2023Knowledge-based Multimodal Music Similaritycited by 0
- 2024Music Era Recognition Using Supervised Contrastive Learning and Artist Informationcited by 0
- 2024Benchmarking Sub-Genre Classification For Mainstage Dance Musiccited by 0
- 2025Musical Score Understanding Benchmark: Evaluating Large Language Models' Comprehension of Complete Musical Scores24 Nov 2025
- 2024MusicLIME: Explainable Multimodal Music Understanding16 Sep 2024
- 2024Benchmarking Sub-Genre Classification For Mainstage Dance Music10 Sep 2024
- 2024Music Era Recognition Using Supervised Contrastive Learning and Artist Information7 Jul 2024
- 2023LLark: A Multimodal Instruction-Following Language Model for Music11 Oct 2023
- 2023Knowledge-based Multimodal Music Similarity21 Jun 2023
- 2022Late multimodal fusion for image and audio music transcription6 Apr 2022
- 2022A Perceptual Measure for Evaluating the Resynthesis of Automatic Music Transcriptions24 Feb 2022
- 2022Efficient Cross-Modal Retrieval via Deep Binary Hashing and Quantization15 Feb 2022
- 2021Multimodal Classification: Current Landscape, Taxonomy and Future Directions18 Sep 2021
- 2021Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions24 Jul 2021
- 2021What all do audio transformer models hear? Probing Acoustic Representations for Language Delivery and its Structure2 Jan 2021