Acoustic Scene Classification: a Competition Review. - Shayan Gharib; Honain Derrar; Daisuke Niizumi; Tuukka Senttula; Janne Tommola; Toni Heittola; Tuomas Virtanen; Heikki Huttunen (MLSP, 2018)

The Morandi Room: Entering the World of Morandi's Paintings Through Machine Learning. - Shigeru Kobayashi; Ryota Kuwakubo; Shigeru Matsui; Yoshiyuki Otani; Xinqi Zhang; Daisuke Niizumi (JSAI, 2020)

Audio Captioning using Pre-Trained Large-Scale Language Model Guided by Audio-based Similar Caption Retrieval. - Yuma Koizumi; Yasunori Ohishi; Daisuke Niizumi; Daiki Takeuchi; Masahiro Yasuda (CoRR, 2020)

ToyADMOS2: Another Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection under Domain Shift Conditions. - Noboru Harada; Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Masahiro Yasuda; Shoichiro Saito (DCASE, 2021)

Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Detection for Machine Condition Monitoring Under Domain Shifted Conditions. - Yohei Kawaguchi; Keisuke Imoto; Yuma Koizumi; Noboru Harada; Daisuke Niizumi; Kota Dohi; Ryo Tanabe; Harsh Purohit; Takashi Endo (DCASE, 2021)

Masked Spectrogram Modeling using Masked Autoencoders for Learning General-purpose Audio Representation. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (HEAR@NeurIPS, 2021)

BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (IJCNN, 2021)

Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions. - Yohei Kawaguchi; Keisuke Imoto; Yuma Koizumi; Noboru Harada; Daisuke Niizumi; Kota Dohi; Ryo Tanabe; Harsh Purohit; Takashi Endo (CoRR, 2021)

Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques. - Kota Dohi; Keisuke Imoto; Noboru Harada; Daisuke Niizumi; Yuma Koizumi; Tomoya Nishida; Harsh Purohit; Ryo Tanabe; Takashi Endo; Masaaki Yamamoto; Yohei Kawaguchi (DCASE, 2022)

Composing General Audio Representation by Fusing Multilayer Features of a Pre-trained Model. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (EUSIPCO, 2022)

Introducing Auxiliary Text Query-modifier to Content-based Audio Retrieval. - Daiki Takeuchi; Yasunori Ohishi; Daisuke Niizumi; Noboru Harada; Kunio Kashino (INTERSPEECH, 2022)

ConceptBeam: Concept Driven Target Speech Extraction. - Yasunori Ohishi; Marc Delcroix; Tsubasa Ochiai; Shoko Araki; Daiki Takeuchi; Daisuke Niizumi; Akisato Kimura; Noboru Harada; Kunio Kashino (ACM Multimedia, 2022)

Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques. - Kota Dohi; Keisuke Imoto; Noboru Harada; Daisuke Niizumi; Yuma Koizumi; Tomoya Nishida; Harsh Purohit; Takashi Endo; Masaaki Yamamoto; Yohei Kawaguchi (CoRR, 2022)

Joint Analysis of Acoustic Scenes and Sound Events Based on Semi-Supervised Approach. - Ami Igarashi; Shunsuke Tsubaki; Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Keisuke Imoto (APSIPA ASC, 2023)

Enhancing Spectrogram for Audio Classification Using Time-Frequency Enhancer. - Haoran Xing; Shiqi Zhang; Daiki Takeuchi; Daisuke Niizumi; Noboru Harada; Shoji Makino (APSIPA ASC, 2023)

First-Shot Anomaly Sound Detection for Machine Condition Monitoring: A Domain Generalization Baseline. - Noboru Harada; Daisuke Niizumi; Yasunori Ohishi; Daiki Takeuchi; Masahiro Yasuda (EUSIPCO, 2023)

Masked Modeling Duo: Learning Representations by Encouraging Both Networks to Model the Input. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (ICASSP, 2023)

Masked Modeling Duo for Speech: Specializing General-Purpose Audio Representation to Speech using Denoising Distillation. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (INTERSPEECH, 2023)

Description and Discussion on DCASE 2023 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring. - Kota Dohi; Keisuke Imoto; Noboru Harada; Daisuke Niizumi; Yuma Koizumi; Tomoya Nishida; Harsh Purohit; Ryo Tanabe; Takashi Endo; Yohei Kawaguchi (CoRR, 2023)

Audio Difference Captioning Utilizing Similarity-Discrepancy Disentanglement. - Daiki Takeuchi; Yasunori Ohishi; Daisuke Niizumi; Noboru Harada; Kunio Kashino (CoRR, 2023)

BYOL for Audio: Exploring Pre-Trained General-Purpose Audio Representations. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

Exploring Pre-trained General-purpose Audio Representations for Heart Murmur Detection. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (EMBC, 2024)

Refining Knowledge Transfer on Audio-Image Temporal Agreement for Audio-Text Cross Retrieval. - Shunsuke Tsubaki; Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Keisuke Imoto (EUSIPCO, 2024)

Light Gated Multi Mini-Patch Extractor for Audio Classification. - Bo He; Shiqi Zhang; Xianrui Wang; Zheng Qiu; Daiki Takeuchi; Daisuke Niizumi; Noboru Harada; Shoji Makino (ICASSP Workshops, 2024)

M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Masahiro Yasuda; Shunsuke Tsubaki; Keisuke Imoto (INTERSPEECH, 2024)

Description and Discussion on DCASE 2024 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring. - Tomoya Nishida; Noboru Harada; Daisuke Niizumi; Davide Albertini; Roberto Sannino; Simone Pradolini; Filippo Augusti; Keisuke Imoto; Kota Dohi; Harsh Purohit; Takashi Endo; Yohei Kawaguchi (CoRR, 2024)

Masked Modeling Duo: Towards a Universal Audio Pre-Training Framework. - Daisuke Niizumi; Daiki Takeuchi; Yasunori Ohishi; Noboru Harada; Kunio Kashino (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

SoundBeam meets M2D: Target Sound Extraction with Audio Foundation Model. - Carlos Hernandez-Olivan; Marc Delcroix; Tsubasa Ochiai; Daisuke Niizumi; Naohiro Tawara; Tomohiro Nakatani; Shoko Araki (ICASSP, 2025)

Collision-less and Balanced Sampling for Language-Queried Audio Source Separation. - Binh Thien Nguyen; Daiki Takeuchi; Masahiro Yasuda; Daisuke Niizumi; Noboru Harada (ICASSP, 2025)

Baseline Systems and Evaluation Metrics for Spatial Semantic Segmentation of Sound Scenes. - Binh Thien Nguyen; Masahiro Yasuda; Daiki Takeuchi; Daisuke Niizumi; Yasunori Ohishi; Noboru Harada (CoRR, 2025)

Assessing the Utility of Audio Foundation Models for Heart and Respiratory Sound Analysis. - Daisuke Niizumi; Daiki Takeuchi; Masahiro Yasuda; Binh Thien Nguyen; Yasunori Ohishi; Noboru Harada (CoRR, 2025)

Towards Pre-training an Effective Respiratory Audio Foundation Model. - Daisuke Niizumi; Daiki Takeuchi; Masahiro Yasuda; Binh Thien Nguyen; Yasunori Ohishi; Noboru Harada (CoRR, 2025)

CLAP-ART: Automated Audio Captioning with Semantic-rich Audio Representation Tokenizer. - Daiki Takeuchi; Binh Thien Nguyen; Masahiro Yasuda; Yasunori Ohishi; Daisuke Niizumi; Noboru Harada (CoRR, 2025)

Description and Discussion on DCASE 2025 Challenge Task 2: First-shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring. - Tomoya Nishida; Noboru Harada; Daisuke Niizumi; Davide Albertini; Roberto Sannino; Simone Pradolini; Filippo Augusti; Keisuke Imoto; Kota Dohi; Harsh Purohit; Takashi Endo; Yohei Kawaguchi (CoRR, 2025)

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes. - Masahiro Yasuda; Binh Thien Nguyen; Noboru Harada; Romain Serizel; Mayank Mishra; Marc Delcroix; Shoko Araki; Daiki Takeuchi; Daisuke Niizumi; Yasunori Ohishi; Tomohiro Nakatani; Takao Kawamura; et al. (CoRR, 2025)