🎤 Awesome Speaker Diarization

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🧠 Core Methods

🔌 Extensions

🌐 Cross-Modal

🔗 Related

📦 Resources

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📖 Overview — 1 paper

2020 (1 paper)

• DIHARD Keynote Session: The yellow brick road of diarization, challenges and other neural paths 📊 🎬

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📝 Reviews — 3 papers

🔥 2023-2024 (3 papers)

• "Overview of Speaker Modeling and Its Applications: From the Lens of Deep Speaker Representation Learning," in Submitted to IEEE/ACM TASLP, 2024. 📄
• “A review of speaker diarization: Recent advances with deep learning”, in Computer Speech & Language, Volume 72, 2023. (USC) 📄
• "An Experimental Review of Speaker Diarization methods with application to Two-Speaker Conversational Telephone Speech recordings", in Computer Speech & Language, 2023. 📄

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📚 EEND (End-to-End Neural Diarization)-based — 50 papers

🔥 2025 (7 papers)

• "Mamba-based Segmentation Model for Speaker Diarization," Proc. ICASSP, 2025. (NTT) 📄 💻
• "Pushing the Limits of End-to-End Diarization," in Proc. Interspeech, 2025. 📄
• VBx-EEND-VC: "VBx for End-to-End Neural and Clustering-based Diarization," in arXiv:2510.19572, 2025. (BUT) 📄
• "Improving Neural Diarization through Speaker Attribute Attractors and Local Dependency Modeling," in arXiv:2506.05593, 2025. (OSU) 📄
• DLF-EEND: "Dynamic Layer Fusion for End-to-End Speaker Diarization," in Proc. Interspeech, 2025. 📄
• "End-to-End Diarization utilizing Attractor Deep Clustering," in Proc. Interspeech, 2025. (JHU, OSU) 📄
• "Pretraining Multi-Speaker Identification for Neural Speaker Diarization," in Proc. Interspeech, 2025. (NTT) 📄

2024 (9 papers)

• "NTT speaker diarization system for CHiME-7: multi-domain, multi-microphone End-to-end and vector clustering diarization," in Proc. ICASSP, 2024. (NTT) 📄
• AED-EEND-EE: "Attention-based Encoder-Decoder End-to-End Neural Diarization with Embedding Enhancer," in IEEE/ACM TASLP, 2024. (SJTU) 📄 📝
• "DiaPer: End-to-End Neural Diarization with Perceiver-Based Attractors," in IEEE/ACM TASLP, 2024. (BUT) 📄 💻 📝
• "EEND-DEMUX: End-to-End Neural Speaker Diarization via Demultiplexed Speaker Embeddings," in Submitted to IEEE SPL, 2024. (SNU) 📄 📝
• "EEND-M2F: Masked-attention mask transformers for speaker diarization," in Proc. Interspeech, 2024. (Fano Labs) 📄 📄 📝
• EEND-NAA (2): "End-to-End Neural Speaker Diarization with Non-Autoregressive Attractors", in IEEE/ACM TASLP, 2024. (JHU) 📄 📝
• "From Modular to End-to-End Speaker Diarization," Ph.D. thesis, 2024. (BUT) 📄
• "On the calibration of powerset speaker diarization models," in Proc. Interspeech, 2024. (IRIT) 📄 📄 💻 📝
• Local-global EEND: "Speakers Unembedded: Embedding-free Approach to Long-form Neural Diarization," in Proc. Interspeech, 2024. (Amazon) 📄 📝

2023 (11 papers)

• "Improving Transformer-based End-to-End Speaker Diarization by Assigning Auxiliary Losses to Attention Heads", in Proc. ICASSP, 2023. (HU) 📄
• EEND-NA: “Neural Diarization with Non-Autoregressive Intermediate Attractors”, in Proc. ICASSP, 2023. (LINE) 📄
• "TOLD: A Novel Two-Stage Overlap-Aware Framework for Speaker Diarization", in Proc. ICASSP, 2023. (Alibaba) 📄 💻
• "Improving End-to-End Neural Diarization Using Conversational Summary Representations", in Proc. Interspeech, 2023. (Fano Labs) 📄
• AED-EEND: “Attention-based Encoder-Decoder Network for End-to-End Neural Speaker Diarization with Target Speaker Attractor”, in Proc. Interspeech, 2023. (SJTU) 📄 📝
• "Self-Distillation into Self-Attention Heads for Improving Transformer-based End-to-End Neural Speaker Diarization", in Proc. Interspeech, 2023. (HU) 📄
• "Powerset Multi-class Cross Entropy Loss for Neural Speaker Diarization", in Proc. Interspeech, 2023. (Pyannote) 📄 💻
• "End-to-End Neural Speaker Diarization with Absolute Speaker Loss", in Proc. Interspeech, 2023. (Pyannote) 📄
• "Blueprint Separable Subsampling and Aggregate Feature Conformer-Based End-to-End Neural Diarization", in Electronics, 2023. 📄
• EEND-TA: "Transformer Attractors for Robust and Efficient End-to-End Neural Diarization," in Proc. ASRU, 2023. (Fano Labs) 📄
• "Robust End-to-End Diarization with Domain Adaptive Training and Multi-Task Learning," in Proc. ASRU, 2023. (Fano Labs) 📄

2022 (10 papers)

• EEND-EDA (2): “Encoder-Decoder Based Attractor Calculation for End-to-End Neural Diarization”, in IEEE/ACM TASLP, 2022. (Hitachi) 📄 📝 💻
• "DIVE: End-to-end Speech Diarization via Iterative Speaker Embedding", in Proc. ICASSP, 2022. (Google) 📄
• RX-EEND: “Auxiliary Loss of Transformer with Residual Connection for End-to-End Speaker Diarization”, in Proc. ICASSP, 2022. (GIST) 📄 📝
• "End-to-end speaker diarization with transformer", in Proc. arXiv, 2022. 📄
• EEND-VC-iGMM: "Tight integration of neural and clustering-based diarization through deep unfolding of infinite Gaussian mixture model", in Proc. ICASSP, 2022. (NTT) 📄
• EDA-RC: "Robust End-to-end Speaker Diarization with Generic Neural Clustering", in Proc. Interspeech, 2022. (SJTU) 📄
• EEND-NAA: "End-to-End Neural Speaker Diarization with an Iterative Refinement of Non-Autoregressive Attention-based Attractors", in Proc. Interspeech, 2022. (JHU) 📄 📝
• Graph-PIT: "Utterance-by-utterance overlap-aware neural diarization with Graph-PIT", in Proc. Interspeech, 2022. (NTT) 📄 💻
• "Efficient Transformers for End-to-End Neural Speaker Diarization", in Proc. IberSPEECH, 2022. 📄
• EEND-EDA-SpkAtt: "Towards End-to-end Speaker Diarization in the Wild", in arXiv:2211.01299v1, 2022. 📄

2021 (7 papers)

• CB-EEND: "End-to-end Neural Diarization: From Transformer to Conformer", in Proc. Interspeech, 2021. (Amazon) 📄 📝
• TDCN-SA: "End-to-End Diarization for Variable Number of Speakers with Local-Global Networks and Discriminative Speaker Embeddings", in Proc. ICASSP, 2021. (Google) 📄 📝
• "End-to-End Speaker Diarization Conditioned on Speech Activity and Overlap Detection", in Proc. IEEE SLT, 2021. (Hitachi) 📄
• EEND-VC (1): "Integrating end-to-end neural and clustering-based diarization: Getting the best of both worlds", in Proc. ICASSP, 2021. (NTT) 📄 📝 💻
• EEND-VC (2): "Advances in integration of end-to-end neural and clustering-based diarization for real conversational speech", in Proc. Interspeech, 2021. (NTT) 📄 📝 💻
• "Robust End-to-End Speaker Diarization with Conformer and Additive Margin Penalty," in Proc. Interspeech, 2021. (Fano Labs) 📄
• EEND-GLA: "Towards Neural Diarization for Unlimited Numbers of Speakers Using Global and Local Attractors", in Proc. ASRU, 2021. (Hitachi) 📄 📝

2020 (3 papers)

• SA-EEND (2): “End-to-End Neural Diarization: Reformulating Speaker Diarization as Simple Multi-label Classification”, in arXiv:2003.02966, 2020. (Hitachi) 📄 📝
• SC-EEND: "Neural Speaker Diarization with Speaker-Wise Chain Rule", in arXiv:2006.01796, 2020. (Hitachi) 📄 📝
• EEND-EDA (1): “End-to-End Speaker Diarization for an Unknown Number of Speakers with Encoder-Decoder Based Attractors”, in Proc. Interspeech, 2020. (Hitachi) 📄 📝 💻

2023 (1 paper)

• EEND-IAAE: "End-to-end neural speaker diarization with an iterative adaptive attractor estimation," in Neural Networks, Elsevier. 📄 💻

2019 (2 papers)

• BLSTM-EEND: "End-to-End Neural Speaker Diarization with Permutation-Free Objectives", in Proc. Interspeech, 2019. (Hitachi) 📄
• SA-EEND (1): “End-to-End Neural Speaker Diarization with Self-attention”, in Proc. ASRU, 2019. (Hitachi) 📄 💻 💻 📝

📌 Related Speaker information — 2 papers

🔥 2024 (2 papers)

• "Do End-to-End Neural Diarization Attractors Need to Encode Speaker Characteristic Information?," in Proc. Odyssey, 2024. 📄
• "Leveraging Speaker Embeddings in End-to-End Neural Diarization for Two-Speaker Scenarios," in Proc. Odyssey, 2024. 📄

📌 Post-Processing — 3 papers

🔥 2021-2024 (3 papers)

• "DiaCorrect: Error Correction Back-end For Speaker Diarization," in Proc. ICASSP, 2024. (BUT) 📄 💻
• EENDasP: "End-to-End Speaker Diarization as Post-Processing", in Proc. ICASSP, 2021. (Hitachi) 📄 📝 💻
• Dover-Lap: "DOVER-Lap: A Method for Combining Overlap-aware Diarization Outputs", in Proc. IEEE SLT, 2021. (JHU) 📄 📝 💻

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🎯 Using Target Speaker Embedding — 17 papers

🔥 2025 (4 papers)

• "Noise-Robust Target-Speaker Voice Activity Detection Through Self-Supervised Pretraining," in Proc. ICASSP, 2025. 📄
• MIMO-TSVAD: "Multi-Input Multi-Output Target-Speaker Voice Activity Detection For Unified, Flexible, and Robust Audio-Visual Speaker Diarization," in IEEE/ACM TASLP, 2025. (DKU) 📄
• "Mitigating Non-Target Speaker Bias in Guided Speaker Embedding," in Proc. Interspeech, 2025. (NTT) 📄
• "Diarization-Guided Multi-Speaker Embeddings," in Proc. Interspeech, 2025. (Pyannote) 📄

2024 (3 papers)

• NSD-MS2S: "Neural Speaker Diarization Using Memory-Aware Multi-Speaker Embedding with Sequence-to-Sequence Architecture, " in Proc. ICASSP, 2024. (USTC) 📄 💻
• PET-TSVAD: "Profile-Error-Tolerant Target-Speaker Voice Activity Detection," in Proc. ICASSP, 2024. (Microsoft) 📄
• Flow-TSVAD: "Target-Speaker Voice Activity Detection via Latent Flow Matching," in arXiv:2409.04859, 2024. (DKU) 📄

2023 (4 papers)

• EDA-TS-VAD: “Target Speaker Voice Activity Detection with Transformers and Its Integration with End-to-End Neural Diarization”, in Proc. ICASSP, 2023. (Microsoft) 📄
• Seq2Seq-TS-VAD: “Target-Speaker Voice Activity Detection via Sequence-to-Sequence Prediction”, in Proc. ICASSP, 2023. (DKU) 📄 📝
• QM-TS-VAD: "Unsupervised Adaptation with Quality-Aware Masking to Improve Target-Speaker Voice Activity Detection for Speaker Diarization", in Proc. Interspeech, 2023. (USTC) 📄
• "ANSD-MA-MSE: Adaptive Neural Speaker Diarization Using Memory-Aware Multi-Speaker Embedding," in IEEE/ACM TASLP, 2023. (USTC) 📄 💻

2022 (3 papers)

• SEND (2): "Speaker Embedding-aware Neural Diarization: an Efficient Framework for Overlapping Speech Diarization in Meeting Scenarios," in arXiv:2203.09767, 2022 (Alibaba) 📄
• MTEAD: "Multi-target Filter and Detector for Unknown-number Speaker Diarization", in IEEE SPL, 2022. 📄
• SOND: "Speaker Overlap-aware Neural Diarization for Multi-party Meeting Analysis", in Proc. EMNLP, 2022. (Alibaba) 📄 💻

2020-2021 (3 papers)

• SEND (1): "Speaker Embedding-aware Neural Diarization for Flexible Number of Speakers with Textual Information," in arXiv:2111.13694, 2021. (Alibaba) 📄
• TS-VAD: "Target-Speaker Voice Activity Detection: a Novel Approach for Multi-Speaker Diarization in a Dinner Party Scenario", in Proc. Interspeech, 2020. 📄 💻 📊
• “The STC system for the CHiME-6 challenge,” in CHiME Workshop, 2020. 📄

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🎯 Target Speech Diarization — 1 paper

🔥 2024 (1 paper)

• PTSD: "Prompt-driven Target Speech Diarization," in Proc. ICASSP, 2024. (NUS) 📄

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🔀 With Separation or Target Speaker Extraction — 12 papers

🔥 2025 (3 papers)

• "Robust Target Speaker Diarization and Separation via Augmented Speaker Embedding Sampling," in Proc. Interspeech, 2025. 📄
• S2SND: "Sequence-to-Sequence Neural Diarization with Automatic Speaker Detection and Representation," in IEEE/ACM TASLP, 2025. (DKU) 📄
• "Exploring Speaker Diarization with Mixture of Experts," in arXiv:2506.14750, 2025. (USTC) 📄

2024 (7 papers)

• "TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings", in IEEE/ACM TASLP, 2024. 📄
• "Continuous Target Speech Extraction: Enhancing Personalized Diarization and Extraction on Complex Recordings," in arXiv:2401.15993, 2024. (Tencent) 📄 🎬
• "PixIT: Joint Training of Speaker Diarization and Speech Separation from Real-world Multi-speaker Recordings," in Proc. Odyssey, 2024. 📄 💻
• MC-EEND: "Multi-channel Conversational Speaker Separation via Neural Diarization," in IEEE/ACM TASLP, 2024. (OSU) 📄
• "USED: Universal Speaker Extraction and Diarization," in submitted to IEEE/ACM TASLP, 2024. (CUHK) 📄 🎬 🔗 📝
• "Neural Blind Source Separation and Diarization for Distant Speech Recognition," in Proc. Interspeech, 2024. (AIST) 📄
• "TalTech-IRIT-LIS Speaker and Language Diarization Systems for DISPLACE 2024," in Proc. Interspeech, 2024. (Pyannote) 📄

2021-2022 (2 papers)

• EEND-SS: "Joint End-to-End Neural Speaker Diarization and Speech Separation for Flexible Number of Speakers”, in Proc. SLT, 2022. (CMU) 📄 📝
• "Integration of speech separation, diarization, and recognition for multi-speaker meetings: System description, comparison, and analysis," in Proc. SLT, 2021. (JHU) 📄 🔗 📝

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📡 Multi-Channel — 14 papers

🔥 2025 (5 papers)

• "Multi-channel Speaker Counting for EEND-VC-based Speaker Diarization on Multi-domain Conversation," in Proc. ICASSP, 2025. (NTT) 📄 📝
• "Spatially Aware Self-Supervised Models for Multi-Channel Neural Speaker Diarization," in arXiv:2510.14551, 2025. (BUT) 📄 💻
• "Multi-Channel Sequence-to-Sequence Neural Diarization for The MISP 2025 Challenge," in arXiv:2505.16387, 2025. 📄
• "Incorporating Spatial Cues in Modular Speaker Diarization for Multi-channel Multi-party Meetings," in Proc. ICASSP, 2025. 📄
• "Spatio-Spectral Diarization of Meetings by Combining TDOA-based Segmentation and Speaker Embedding-based Clustering," in Proc. Interspeech, 2025. 📄

2024 (5 papers)

• "UniX-Encoder: A Universal X-Channel Speech Encoder for Ad-Hoc Microphone Array Speech Processing," in arXiv:2310.16367, 2024. (JHU, Tencent) 📄
• "Channel-Combination Algorithms for Robust Distant Voice Activity and Overlapped Speech Detection," in IEEE/ACM TASLP, 2024. 📄
• "A Spatial Long-Term Iterative Mask Estimation Approach for Multi-Channel Speaker Diarization and Speech Recognition," in Proc. ICASSP, 2024. (USTC) 📄
• MC-EEND: "Multi-channel Conversational Speaker Separation via Neural Diarization," in IEEE/ACM TASLP, 2024. (OSU) 📄
• "ASoBO: Attentive Beamformer Selection for Distant Speaker Diarization in Meetings," in Proc. Interspeech, 2024. (LIUM) 📄

2022-2023 (4 papers)

• "Mutual Learning of Single- and Multi-Channel End-to-End Neural Diarization," in Proc. IEEE SLT, 2023. (Hitachi) 📄
• "Semi-supervised multi-channel speaker diarization with cross-channel attention", in Proc. ASRU, 2023. (USTC) 📄
• "Multi-Channel End-to-End Neural Diarization with Distributed Microphones", in Proc. ICASSP, 2022. (Hitachi) 📄
• "Multi-Channel Speaker Diarization Using Spatial Features for Meetings", in Proc. ICASSP, 2022. (Tencent) 📄

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⚡ Online — 18 papers

🔥 2024-2025 (8 papers)

• SCDiar: "A Streaming Diarization System based on Speaker Change Detection and Speech Recognition," in Proc. ICASSP, 2025. 📄
• Streaming Sortformer: "Speaker Cache-Based Online Speaker Diarization with Arrival-Time Ordering," in Proc. Interspeech, 2025. (NVIDIA) 📄
• OTS-VAD: "Online Neural Speaker Diarization With Target Speaker Tracking," in IEEE/ACM TASLP, 2024. (DKU) 📄
• FS-EEND: "Frame-wise streaming end-to-end speaker diarization with non-autoregressive self-attention-based attractors," in Proc. ICASSP, 2024. (Hangzhou) 📄 💻
• "Online speaker diarization of meetings guided by speech separation," in Proc. ICASSP, 2024. (LTCI) 📄 💻
• "Interrelate Training and Clustering for Online Speaker Diarization," in IEEE/ACM TASLP, 2024. 📄
• O-EENC-SD: "Efficient Online End-to-End Neural Clustering for Speaker Diarization," in Proc. ICASSP, 2025. 📄
• LS-EEND: "Long-Form Streaming End-to-End Neural Diarization with Online Attractor Extraction," in IEEE/ACM TASLP, 2025. (Westlake) 📄 💻

2023 (2 papers)

• "Absolute decision corrupts absolutely: conservative online speaker diarisation", in Proc. ICASSP, 2023. (Naver) 📄
• "A Reinforcement Learning Framework for Online Speaker Diarization", in Under Review. NeruIPS, 2023. (CU) 📄

2022 (3 papers)

• "Low-Latency Online Speaker Diarization with Graph-Based Label Generation", in Proc. Odyssey, 2022. (DKU) 📄
• EEND-GLA: "Online Neural Diarization of Unlimited Numbers of Speakers Using Global and Local Attractors", in IEEE/ACM TASLP, 2022. (Hitachi) 📄
• Online TS-VAD: "Online Target Speaker Voice Activity Detection for Speaker Diarization", in Proc. Interspeech, 2022. (DKU) 📄

2021 (4 papers)

• "Online End-to-End Neural Diarization with Speaker-Tracing Buffer", in Proc. IEEE SLT, 2021. (Hitachi) 📄
• BW-EDA-EEND: "BW-EDA-EEND: Streaming End-to-End Neural Speaker Diarization for a Variable Number of Speakers", in Proc. Interspeech, 2021. (Amazon) 📄
• FS-EEND: "Online Streaming End-to-End Neural Diarization Handling Overlapping Speech and Flexible Numbers of Speakers", in Proc. Interspeech, 2021. (Hitachi) 📄 📝
• Diart: "Overlap-aware low-latency online speaker diarization based on end-to-end local segmentation", in Proc. ASRU, 2021. 📄 💻

2020 (1 paper)

• "Supervised online diarization with sample mean loss for multi-domain data", in Proc. ICASSP, 2020 📄 💻

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🔗 Clustering-based — 21 papers

🔥 2025 (3 papers)

• E-SHARC: "End-to-End Supervised Hierarchical Graph Clustering for Speaker Diarization," in IEEE/ACM TASLP, 2025. (IISC) 📄
• Pyannote Community-1: "pyannote.audio 4.0 with community-1 open-source diarization model," 2025. 🔗 💻
• "Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation Algorithm," in Proc. Interspeech, 2025. 📄

2024 (6 papers)

• "Overlap-aware End-to-End Supervised Hierarchical Graph Clustering for Speaker Diarization," in submitted to IEEE/ACM TASLP, 2024. 📄
• "Apollo's Unheard Voices: Graph Attention Networks for Speaker Diarization and Clustering for Fearless Steps Apollo Collection," in Proc. ICASSP, 2024. (UTD) 📄
• "Multi-View Speaker Embedding Learning for Enhanced Stability and Discriminability," in Proc. ICASSP, 2024. (Tsinghua) 📄
• "Towards Unsupervised Speaker Diarization System for Multilingual Telephone Calls Using Pre-trained Whisper Model and Mixture of Sparse Autoencoders," in arXiv:2407.01963, 2024. 📄
• "Investigating Confidence Estimation Measures for Speaker Diarization," in Proc. Interspeech, 2024. 📄
• "Once more Diarization: Improving meeting transcription systems through segment-level speaker reassignment," in Proc. Interspeech, 2024. (PU) 📄 📄 💻

2023 (5 papers)

• SCALE: "Spectral Clustering-aware Learning of Embeddings for Speaker Diarisation", in Proc. ICASSP, 2023. (CAM) 📄
• SHARC: "Supervised Hierarchical Clustering using Graph Neural Networks for Speaker Diarization", in Proc. ICASSP, 2023. (IISC) 📄
• CDGCN: "Community Detection Graph Convolutional Network for Overlap-Aware Speaker Diarization," in Proc. ICASSP, 2023. (XMU) 📄
• "Pyannote.Audio 2.1: Speaker Diarization Pipeline: Principle, Benchmark and Recipe", in Proc. Interspeech, 2023. (CNRS) 📄
• GADEC: "Graph attention-based deep embedded clustering for speaker diarization,", in Speech Communication, 2023. (NJUPT) 📄

2020-2022 (4 papers)

• UMAP-Leiden: "Reformulating Speaker Diarization as Community Detection With Emphasis On Topological Structure", in Proc. ICASSP, 2022. (Alibaba) 📄
• Pyannote 2.0: "End-to-end speaker segmentation for overlap-aware resegmentation", in Proc. Interspeech, 2021. (CNRS) 📄 💻 🎬
• Pyannote: "pyannote.audio: neural building blocks for speaker diarization", in Proc. ICASSP, 2020. (CNRS) 📄 💻 🎬
• Resegmentation with VB: “Overlap-Aware Diarization: Resegmentation Using Neural End-to-End Overlapped Speech Detection”, in Proc. ICASSP, 2020. 📄

2018 (1 paper)

• UIS-RNN: "Fully Supervised Speaker Diarization" (Google) 📄 💻

2019 (2 papers)

• DNC: "Discriminative Neural Clustering for Speaker Diarisation", in Proc. IEEE SLT, 2019. 📄 💻 📝
• NME-SC: “Auto-Tuning Spectral Clustering for Speaker Diarization Using Normalized Maximum Eigengap”, IEEE SPL, 2019. 📄 💻

📐 Variational Bayes and HMM — 24 papers

🔥 2023-2024 (3 papers)

• DVBx: "Discriminative Training of VBx Diarization", in Proc. ICASSP, 2024. (BUT) 📄 💻
• MS-VBx: "Multi-Stream Extension of Variational Bayesian HMM Clustering (MS-VBx) for Combined End-to-End and Vector Clustering-based Diarization", in Proc. Interspeech, 2023. (NTT) 📄
• "Generalized domain adaptation framework for parametric back-end in speaker recognition", in arXiv:2305.15567, 2023. 📄

2021-2022 (4 papers)

• "Bayesian HMM clustering of x-vector sequences (VBx) in speaker diarization: theory, implementation and analysis on standard tasks", in Computer Speech & Language, 2022. (BUT) 📄
• DCA-PLDA "A Speaker Verification Backend with Robust Performance across Conditions”, in Computer & Language, 2022. 📄 💻
• "Analysis of the but Diarization System for Voxconverse Challenge", in Proc. ICASSP, 2021. (BUT) 📄 💻
• "Discriminatively trained probabilistic linear discriminant analysis for speaker verification", in Proc. ICASSP, 2021. 📄

2019-2020 (4 papers)

• "Optimizing Bayesian Hmm Based X-Vector Clustering for the Second Dihard Speech Diarization Challenge", in Proc. ICASSP, 2020. (BUT) 📄
• “Analysis of Speaker Diarization Based on Bayesian HMM With Eigenvoice Priors”, IEEE/ACM TASLP, 2019. (BUT) 📄
• "BUT System Description for DIHARD Speech Diarization Challenge 2019", in arXiv:1910.08847, 2019. (BUT) 📄
• "Bayesian HMM Based x-Vector Clustering for Speaker Diarization", in Proc. Interspeech, 2019. (BUT) 📄

2018 (5 papers)

• "Speaker Diarization based on Bayesian HMM with Eigenvoice Priors", in Proc. Odyssey, 2018. (BUT) 📄
• "VB-HMM Speaker Diarization with Enhanced and Refined Segment Representation", in Proc. Odyssey, 2018. (Tsinghua) 📄
• "Diarization is hard: some experiences and lessons learned for the JHU team in the inaugural DIHARD challenge", in Proc. Interspeech, 2018. 📄
• "The speaker partitioning problem", in Proc. Odyssey, 2018. 📄
• "Estimation of the Number of Speakers with Variational Bayesian PLDA in the DIHARD Diarization Challenge", in Proc. Interspeech, 2018. 📄

2015-2017 (3 papers)

• "Domain Adaptation of PLDA Models in Broadcast Diarization by Means of Unsupervised Speaker Clustering, in Proc. Interspeech, 2017. 📄
• "Iterative PLDA Adaptation for Speaker Diarization", in Proc. Interspeech, 2016. 📄
• "Diarization resegmentation in the factor analysis subspace", in Proc. ICASSP, 2015. 📄

2011-2014 (3 papers)

• "Speaker diarization with plda i-vector scoring and unsupervised calibration", in Proc. IEEE SLT, 2014. 📄
• "Unsupervised Methods for Speaker Diarization: An Integrated and Iterative Approach", IEEE/ACM TASLP, 2013. 📄
• "Analysis of i-vector length normalization in speaker recognition systems", in Proc. Interspeech, 2011. 📄

2005-2008 (2 papers)

• "Bayesian analysis of speaker diarization with eigenvoice priors", in CRIM, Montreal, Technical Report, 2008. 📄
• "Variational Bayesian methods for audio indexing", in Proc. ICMI-MLMI, 2005. 📄

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🧩 Embedding (With Clustering) — 14 papers

🔥 2024 (4 papers)

• "Geodesic interpolation of frame-wise speaker embeddings for the diarization of meeting scenarios", in Proc. ICASSP, 2024. (PU) 📄 📝
• "Speaker Embeddings With Weakly Supervised Voice Activity Detection For Efficient Speaker Diarization," in Proc. Odyssey, 2024. (IDLab) 📄
• "Efficient Speaker Embedding Extraction Using a Twofold Sliding Window Algorithm for Speaker Diarization," in Proc. Interspeech, 2024. (HU) 📄
• "Variable Segment Length and Domain-Adapted Feature Optimization for Speaker Diarization," in Proc. Interspeech, 2024. (XMU) 📄 💻

2023 (5 papers)

• "In Search of Strong Embedding Extractors For Speaker Diarization", in Proc. ICASSP, 2023. (Naver) 📄 📝
• DR-DESA: "Advancing the dimensionality reduction of speaker embeddings for speaker diarisation: disentangling noise and informing speech activity", in Proc. ICASSP, 2023. (Naver) 📄 📝
• HEE: "High-resolution embedding extractor for speaker diarisation", in Proc. ICASSP, 2023. (Naver) 📄 📝
• "Frame-wise and overlap-robust speaker embeddings for meeting diarization", in Proc. ICASSP, 2023. (PU) 📄 📝
• "A Teacher-Student approach for extracting informative speaker embeddings from speech mixtures", in Proc. Interspeech, 2023. (PU) 📄

2022 (3 papers)

• GAT+AA: "Multi-scale speaker embedding-based graph attention networks for speaker diarisation", in Proc. ICASSP, 2022. (Naver) 📄
• MSDD: "Multi-scale Speaker Diarization with Dynamic Scale Weighting", in Proc. Interspeech, 2022. (NVIDIA) 📄 💻 🔗
• PRISM: "PRISM: Pre-trained Indeterminate Speaker Representation Model for Speaker Diarization and Speaker Verification", in Proc. Interspeech, 2022. (Alibaba) 📄

2021 (2 papers)

• "Multi-Scale Speaker Diarization With Neural Affinity Score Fusion", in Proc. ICASSP, 2021. (USC) 📄
• AA+DR+NS: "Adapting Speaker Embeddings for Speaker Diarisation", in Proc. Interspeech, 2021. (Naver) 📄 📝

---

🪪 With Speaker Identification — 1 paper

🔥 2024 (1 paper)

• "Uncertainty Quantification in Machine Learning for Joint Speaker Diarization and Identification, in Submitted to IEEE/ACM TASLP, 2024. 📄

---

🔊 Speaker Recognition & Verification — 7 papers

🔥 2024 (3 papers)

• "Rethinking Session Variability: Leveraging Session Embeddings for Session Robustness in Speaker Verification," in Proc. ICASSP, 2024. (Naver) 📄
• "Leveraging In-the-Wild Data for Effective Self-Supervised Pretraining in Speaker Recognition," in Proc. ICASSP, 2024. (CUHK) 📄
• "Disentangled Representation Learning for Environment-agnostic Speaker Recognition," in Proc. Interspeech, 2024. (KAIST) 📄 📄 💻

2023 (3 papers)

• "Build a SRE Challenge System: Lessons from VoxSRC 2022 and CNSRC 2022," in Proc. Interspeech, 2023. (SJTU) 📄
• RecXi "Disentangling Voice and Content with Self-Supervision for Speaker Recognition," in Proc. NeurIPS, 2023. (A*STAR) 📄
• "ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings," in Proc. ASRU, 2023. (IDLab) 📄 🔗 📝

2021 (1 paper)

• "Xi-Vector Embedding for Speaker Recognition," in IEEE, SPL. (A*STAR) 📄 📝

---

📊 Scoring — 3 papers

🔥 2019-2023 (3 papers)

• “Similarity Measurement of Segment-Level Speaker Embeddings in Speaker Diarization”, IEEE/ACM TASLP, 2023. (DKU) 📄
• "Self-Attentive Similarity Measurement Strategies in Speaker Diarization", in Proc. Interspeech, 2020. (DKU) 📄
• LSTM scoring: "LSTM based Similarity Measurement with Spectral Clustering for Speaker Diarization", in Proc. Interspeech, 2019. (DKU) 📄

---

🗣️ With ASR — 27 papers

🔥 2025-2026 (8 papers)

• SE-DiCoW: "Self-Enrolled Diarization-Conditioned Whisper," in arXiv:2601.19194, 2026. (BUT) 📄
• TagSpeech: "End-to-End Multi-Speaker ASR and Diarization with Fine-Grained Temporal Grounding," in arXiv:2601.06896, 2026. 📄
• DiCoW: "Diarization-Conditioned Whisper for Target Speaker Automatic Speech Recognition," in Proc. ICASSP, 2025. (BUT) 📄 💻
• "Adapting Diarization-Conditioned Whisper for End-to-End Multi-Talker Speech Recognition," in arXiv:2510.03723, 2025. (BUT) 📄
• "Diarization-Aware Multi-Speaker Automatic Speech Recognition via Large Language Models," in arXiv:2506.05796, 2025. (DKU) 📄
• "Language Modelling for Speaker Diarization in Telephonic Interviews," in arXiv:2501.17893, 2025. 📄
• SC-SOT: "Conditioning the Decoder on Diarized Speaker Information for End-to-End Overlapped Speech Recognition," in Proc. Interspeech, 2025. 📄
  • "Target Speaker ASR with Whisper," in Submitted to ICASSP, 2025. (BUT) 📄 💻

2024 (12 papers)

• "Enhancing Speaker Diarization with Large Language Models: A Contextual Beam Search Approach,", in Proc. ICASSP, 2024. (NVIDIA) 📄
• WEEND: "Towards Word-Level End-to-End Neural Speaker Diarization with Auxiliary Network," in arXiv:2309.08489, 2024. (Google) 📄 🔗
• "One model to rule them all ? Towards End-to-End Joint Speaker Diarization and Speech Recognition", in Proc. ICASSP, 2024. (CMU) 📄
• "Meeting Recognition with Continuous Speech Separation and Transcription-Supported Diarization," in arXiv:2309.16482, 2024. (PU) 📄
• “Joint Inference of Speaker Diarization and ASR with Multi-Stage Information Sharing," in Proc. ICASSP, 2024. (DKU) 📄
• "Multitask Speech Recognition and Speaker Change Detection for Unknown Number of Speakers" in Proc. ICASSP, 2024. (Idiap) 📄
• "A Spatial Long-Term Iterative Mask Estimation Approach for Multi-Channel Speaker Diarization and Speech Recognition," in Proc. ICASSP, 2024. (USTC) 📄
• "On the Success and Limitations of Auxiliary Network Based Word-Level End-to-End Neural Speaker Diarization," in Proc. Interspeech, 2024. (Google) 📄
• Sortformer: "Seamless Integration of Speaker Diarization and ASR by Bridging Timestamps and Tokens," in Proc. ICML, 2025. (NVIDIA) 📄 📝
  • "Speaker Mask Transformer for Multi-talker Overlapped Speech Recognition," in arXiv:2312.10959, 2024. (NICT) 📄
  • "On Speaker Attribution with SURT," in Proc. Odyssey, 2024. (JHU) 📄
  • "Improving Speaker Assignment in Speaker-Attributed ASR for Real Meeting Applications," in Proc. Odyssey, 2024. (CNRS) 📄

2023 (5 papers)

• "Unified Modeling of Multi-Talker Overlapped Speech Recognition and Diarization with a Sidecar Separator", in Proc. Interspeech, 2023. (CUHK) 📄
• "Multi-resolution Approach to Identification of Spoken Languages and to Improve Overall Language Diarization System using Whisper Model", in Proc. Interspeech, 2023.
• "Speaker Diarization for ASR Output with T-vectors: A Sequence Classification Approach", in Proc. Interspeech, 2023. 📄
• "Lexical Speaker Error Correction: Leveraging Language Models for Speaker Diarization Error Correction", in Proc. Interspeech, 2023. (Amazon) 📄
  • "SA-Paraformer: Non-autoregressive End-to-End Speaker-Attributed ASR," in Proc. ASRU, 2023. (Alibaba) 📄

2022 (2 papers)

• "Transcribe-to-Diarize: Neural Speaker Diarization for Unlimited Number of Speakers using End-to-End Speaker-Attributed ASR," in Proc. ICASSP, 2022. 📄
• "Tandem Multitask Training of Speaker Diarisation and Speech Recognition for Meeting Transcription", in Proc. Interspeech, 2022. 📄

---

💬 With NLP / LLM / Language — 12 papers

🔥 2024-2025 (7 papers)

• SpeakerLM: "End-to-End Versatile Speaker Diarization and Recognition with Multimodal Large Language Models," in arXiv:2508.06372, 2025. 📄
• "Interactive Real-Time Speaker Diarization Correction with Human Feedback," in arXiv:2509.18377, 2025. 📄
• "DiariST: Streaming Speech Translation with Speaker Diarization," in Proc. ICASSP, 2024. (Microsoft) 📄 💻
• JPCP: "Improving Speaker Diarization using Semantic Information: Joint Pairwise Constraints Propagation," in arXiv:2309.10456, 2024. (Alibaba) 📄
• "DiarizationLM: Speaker Diarization Post-Processing with Large Language Models," in Proc. Interspeech, 2024. (Google) 📄 📄 💻 📝
• "LLM-based speaker diarization correction: A generalizable approach," in Submitted to IEEE/ACM TASLP, 2024. 📄
• "AG-LSEC: Audio Grounded Lexical Speaker Error Correction," in Proc. Interspeech, 2024. (Amazon) 📄

2023 (3 papers)

• "Exploring Speaker-Related Information in Spoken Language Understanding for Better Speaker Diarization", in Proc. ACL, 2023. (Alibaba) 📄
• MMSCD, "Encoder-decoder multimodal speaker change detection", in Proc. Interspeech, 2023. (Naver) 📄
• "Aligning Speakers: Evaluating and Visualizing Text-based Diarization Using Efficient Multiple Sequence Alignment,", in Proc. ICTAI, 2023. 📄

🌐 Language Diarization — 2 papers

🔥 2023 (2 papers)

• "End-to-End Spoken Language Diarization with Wav2vec Embeddings", in Proc. Interspeech, 2023. 📄 💻
• "Multi-resolution Approach to Identification of Spoken Languages and To Improve Overall Language Diarization System Using Whisper Model," in Proc. Interspeech, 2023. 📄

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👁️ With Vision — 21 papers

🔥 2025-2026 (4 papers)

• CineSRD: "Leveraging Visual, Acoustic, and Linguistic Cues for Open-World Visual Media Speaker Diarization," in arXiv:2603.16966, 2026. 📄
• "Integrating Audio, Visual, and Semantic Information for Enhanced Multimodal Speaker Diarization," in Proc. ACL, 2025. 📄
• "Cross-Attention and Self-Attention for Audio-visual Speaker Diarization," in arXiv:2506.02621, 2025. 📄
• "Count Your Speakers! Multitask Learning for Multimodal Speaker Diarization," in Proc. Interspeech, 2025. 📄

2024 (6 papers)

• "Speaker Diarization of Scripted Audiovisual Content," in arXiv:2308.02160, 2024. (Amazon) 📄
• "AFL-Net: Integrating Audio, Facial, and Lip Modalities with Cross-Attention for Robust Speaker Diarization in the Wild," in Proc. ICASSP, 2024. (Tencent) 📄 🎬
• "Multichannel AV-wav2vec2: A Framework for Learning Multichannel Multi-Modal Speech Representation," in Proc. AAAI, 2024. (Tencent) 📄
• "3D-Speaker-Toolkit: An Open Source Toolkit for Multi-modal Speaker Verification and Diarization," in arXiv:2403.19971, 2024. (Alibaba) 📄 💻
• "Target Speech Diarization with Multimodal Prompts," in Submitted to IEEE/ACM TASLP, 2024. (NUS) 📄
• MFV-KSD: "Multi-Stage Face-Voice Association Learning with Keynote Speaker Diarization," in Submitted to ACM MM, 2024. 📄 💻

2023 (5 papers)

• "Audio-Visual Speaker Diarization in the Framework of Multi-User Human-Robot Interaction", in Proc. ICASSP, 2023. 📄
• STHG: "Spatial-Temporal Heterogeneous Graph Learning for Advanced Audio-Visual Diarization, in Proc. CVPR, 2023. (Intel) 📄
• "Uncertainty-Guided End-to-End Audio-Visual Speaker Diarization for Far-Field Recordings," in Proc. ACM MM, 2023. 📄
• "Joint Training or Not: An Exploration of Pre-trained Speech Models in Audio-Visual Speaker Diarization," in Springer Computer Science proceedings, 2023. 📄
• EEND-EDA++: "Late Audio-Visual Fusion for In-The-Wild Speaker Diarization," in arXiv:2211.01299v2, 2023. 📄

2022 (3 papers)

• AVA-AVD (AVR-Net): "AVA-AVD: Audio-Visual Speaker Diarization in the Wild", in Proc. ACM MM, 2022. 📄 💻 🎬
• "End-to-End Audio-Visual Neural Speaker Diarization", in Proc. Interspeech, 2022. (USTC) 📄 💻 📝
• DyViSE: "DyViSE: Dynamic Vision-Guided Speaker Embedding for Audio-Visual Speaker Diarization", in Proc. MMSP, 2022. (THU) 📄 💻

2024 (1 paper)

• "Multi-Input Multi-Output Target-Speaker Voice Activity Detection For Unified, Flexible, and Robust Audio-Visual Speaker Diarization," in Submitted to IEEE/ACM TASLP. (DKU) 📄

2019-2020 (2 papers)

• "Self-supervised learning for audio-visual speaker diarization", in Proc. ICASSP, 2020. (Tencent) 📄 🔗
• "Who said that?: Audio-visual speaker diarisation of real-world meetings", in Proc. Interspeech, 2019. (Naver) 📄

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🛡️ Related Spoofing — 1 paper

🔥 2024 (1 paper)

• "Spoof Diarization: "What Spoofed When" in Partially Spoofed Audio," in Proc. Interspeech, 2024. (IITK) 📄

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🔉 Related TTS

📌 Speaker Anonymization — 1 paper

🔥 2024 (1 paper)

• "A Benchmark for Multi-speaker Anonymization," in Submitted to IEEE/ACM TASLP, 2024. (SIT) 📄 💻

📌 Singing Diarization — 1 paper

🔥 2024 (1 paper)

• "Song Data Cleansing for End-to-End Neural Singer Diarization Using Neural Analysis and Synthesis Framework," in Proc. Interspeech, 2024. (LY) 📄

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😊 With Emotion — 3 papers

🔥 2023-2024 (3 papers)

• "ED-TTS: Multi-scale Emotion Modeling using Cross-domain Emotion Diarization for Emotional Speech Synthesis, in Proc. ICASSP, 2024. 📄
• "Speech Emotion Diarization: Which Emotion Appears When?," in Proc. ASRU, 2023. (Zaion) 📄
• "EmoDiarize: Speaker Diarization and Emotion Identification from Speech Signals using Convolutional Neural Networks," in arxiv:2310.12851, 2023. 📄

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🎙️ Personal VAD — 2 papers

🔥 2020-2023 (2 papers)

• "SVVAD: Personal Voice Activity Detection for Speaker Verification", in Proc. Interspeech, 2023. 📄
• "Personal VAD: Speaker-Conditioned Voice Activity Detection", in Proc. Odyssey, 2020. (Google) 📄

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📈 VAD & OSD & SCD — 10 papers

🔥 2024 (3 papers)

• "USM-SCD: Multilingual Speaker Change Detection Based on Large Pretrained Foundation Models," in Proc. ICASSP, 2024. (Google) 📄
• "Channel-Combination Algorithms for Robust Distant Voice Activity and Overlapped Speech Detection," in IEEE/ACM TASLP, 2024. 📄
• "Speaker Change Detection with Weighted-sum Knowledge Distillation based on Self-supervised Pre-trained Models," in Proc. Interspeech, 2024. 📄

2023 (4 papers)

• "Multitask Detection of Speaker Changes, Overlapping Speech and Voice Activity Using wav2vec 2.0," in Proc. ICASSP, 2023. 📄 💻
• "Semantic VAD: Low-Latency Voice Activity Detection for Speech Interaction," in Proc. Interspeech, 2023. 📄
• "Joint speech and overlap detection: a benchmark over multiple audio setup and speech domains," in arxiv:2307.13012, 2023. 📄
• "Advancing the study of Large-Scale Learning in Overlapped Speech Detection," in arXiv:2308.05987, 2023. 📄

2022 (3 papers)

• "Overlapped Speech Detection in Broadcast Streams Using X-vectors," in Proc. Interspeech, 2022. 📄
• "Overlapped speech and gender detection with WavLM pre-trained features," in Proc. Interspeech, 2022. 📄
• "Microphone Array Channel Combination Algorithms for Overlapped Speech Detection," in Proc. Interspeech, 2022. 📄

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📊 Dataset — 19 papers

🔥 2024-2025 (6 papers)

• "Conversations in the wild: Data collection, automatic generation and evaluation," in Computer Speech & Language, 2025. 📄
• M3SD: "Multi-modal, Multi-scenario and Multi-language Speaker Diarization Dataset," in arXiv:2506.14427, 2025. 📄
• "VoxBlink: X-Large Speaker Verification Dataset on Camera", in Proc. ICASSP, 2024. 📄 🔗
• "NOTSOFAR-1 Challenge: New Datasets, Baseline, and Tasks for Distant Meeting Transcription," in arXiv:2401.08887, 2024. (MS) 📄
• "A Comparative Analysis of Speaker Diarization Models: Creating a Dataset for German Dialectal Speech," in Proc. ACL, 2024. 📄
• "ALLIES: A Speech Corpus for Segmentation, Speaker Diarization, Speech Recognition and Speaker Change Detection," in Proc. ACL, 2024. (LIUM) 📄

2020-2022 (5 papers)

• Ego4D: " Around the World in 3,000 Hours of Egocentric Video," in Proc. CVPR, 2022. (Meta) 📄 💻 🔗
• AliMeeting: "Summary On The ICASSP 2022 Multi-Channel Multi-Party Meeting Transcription Grand Challenge," in Proc. ICASSP, 2022. (Alibaba) 📄 🔗 💻
• Voxconverse: "Spot the conversation: speaker diarisation in the wild", in Proc. Interspeech, 2020. (VGG, Naver) 📄 💻 🔗
• MSDWild: Multi-modal Speaker Diarization Dataset in the Wild, in Proc. Interspeech, 2020. 📄 🔗
• "LibriMix: An Open-Source Dataset for Generalizable Speech Separation," in arXiv:2005.11262, 2020. 📄 💻

📊 Simulated Dataset — 8 papers

🔥 2023-2024 (4 papers)

• "Enhancing low-latency speaker diarization with spatial dictionary learning," in Proc. ICASSP, 2024. (NTU) 📄 📊
• "Improving Neural Diarization through Speaker Attribute Attractors and Local Dependency Modeling," in Proc. ICASSP, 2024. (OSU) 📄
• "Multi-Speaker and Wide-Band Simulated Conversations as Training Data for End-to-End Neural Diarization", in Proc. ICASSP, 2023. (BUT) 📄 💻 📝
• "Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation," in CHiME-7 Workshop, 2023. (NVIDIA) 📄

2022 (3 papers)

• "From simulated mixtures to simulated conversations as training data for end-to-end neural diarization" , in Proc. Interspeech, 2022. (BUT) 📄 💻 📝
• Markov selection: "Improving the naturalness of simulated conversations for end-to-end neural diarization", in Proc. Odyssey, 2022. (Hitachi) 📄
• EEND-EDA-SpkAtt: "Towards End-to-end Speaker Diarization in the Wild", in arXiv:2211.01299v1, 2022. 📄

2019 (1 paper)

• Concat-and-sum: "End-to-end neuarl speaker diarization with permuation-free objectives", in Proc. Interspeech, 2019. 📄

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🛠️ Tools — 1 paper

🔥 2024 (1 paper)

• "Gryannote open-source speaker diarization labeling tool," in Proc. Interspeech (Show and Tell), 2024. (IRIT) 📄 💻

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🔄 Self-Supervised — 5 papers

🔥 2025 (3 papers)

• DiariZen: "Leveraging Self-Supervised Learning for Speaker Diarization," in Proc. ICASSP," 2025. (BUT) 📄 📄 💻 📝
• "Efficient and Generalizable Speaker Diarization via Structured Pruning of Self-Supervised Models," in arXiv:2506.18623, 2025. (BUT) 📄 💻
• "Fine-tune Before Structured Pruning: Towards Compact and Accurate Self-Supervised Models for Speaker Diarization," in arXiv:2505.24111, 2025. 📄

2022 (2 papers)

• “Self-supervised Speaker Diarization”, in Proc. Interspeech, 2022. 📄
• CSDA: "Continual Self-Supervised Domain Adaptation for End-to-End Speaker Diarization", in Proc. IEEE SLT, 2022. (CNRS) 📄 💻

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🔃 Semi-Supervised — 1 paper

🔥 2017 (1 paper)

• "Active Learning Based Constrained Clustering For Speaker Diarization", in IEEE/ACM TASLP, 2017. (UT) 📄

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📏 Measurement — 3 papers

🔥 2022-2025 (3 papers)

• SDBench: “A Comprehensive Benchmark Suite for Speaker Diarization,” in Proc. Interspeech, 2025. 📄
• “Benchmarking Diarization Models,” in arXiv:2509.26177, 2025. 📄
• BER: “Balanced Error Rate For Speaker Diarization”, in Proc. arXiv:2211.04304, 2022 📄 💻

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👶 Child-Adult — 2 papers

🔥 2023-2024 (2 papers)

• "Exploring Speech Foundation Models for Speaker Diarization in Child-Adult Dyadic Interactions," in Proc. Interspeech, 2024. (USC) 📄
• "Robust Self Supervised Speech Embeddings for Child-Adult Classification in Interactions involving Children with Autism," in Proc. Interspeech, 2023. 📄

🏆 Challenge

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🔊 VoxSRC (VoxCeleb Speaker Recognition Challenge)

📌 VoxSRC-20 Track4 — 3 papers

Unknown (3 papers)

• 🥇 1st: Microsoft 📄 🎬
• 🥈 2nd: BUT 📄 🎬
• 🥉 3rd: DKU 📄

📌 VoxSRC-21 Track4 — 3 papers

Unknown (3 papers)

• 🥇 1st: DKU 📄 🎬
• 🥈 2nd: Bytedance 📄 🎬
• 🥉 3rd: Tencent 📄

📌 VoxSRC-22 Track4 — 3 papers

Unknown (3 papers)

• 🥇 1st: DKU 📄 📊 🎬
• 🥈 2nd: KristonAI 📄 📊 🎬
• 🥉 3rd: GIST 📄 📊 🎬 📝

📌 VoxSRC-23 Track4 — 5 papers

Unknown (5 papers)

• 🥇 1st: DKU 📄 📊 🎬
• 🥈 2nd: KrispAI 📄 📊 🎬
• 🥉 3rd: Pyannote 📄 📊 🎬
• 4th: GIST 📄
• Wespeaker 📄

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📡 M2MeT (Multi-channel Multi-party Meeting Transcription Grand Challenge)

📌 2022 M2MeT — 2 papers

Unknown (2 papers)

• 🥇 1st: DKU 📄
• 🥈 2nd: CUHK-TENCENT 📄

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📌 MISP (Multimodal Information Based Speech Processing)

📌 2022 MISP Track1 — 3 papers

Unknown (3 papers)

• 🥇 1st: WHU-Alibaba 📄 📝
• 🥈 2nd: SJTU 📄
• 🥉 3rd: NPU-ASLP 📄

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📌 DIHARD

📌 2020 DIHARD III

📌 Track1 — 3 papers

Unknown (3 papers)

• 🥇 1st: USTC 📄 📊 🎬
• 🥈 2nd: Hitachi 📄 📊 🎬
• 🥉 3rd: Naver Clova 📄 📊 🎬

📌 Track2 — 3 papers

Unknown (3 papers)

• 🥇 1st: USTC-NELSLIP 📄 📊 🎬
• 🥈 2nd: Hitachi 📄 📊 🎬
• 🥉 3rd: DKU 📄 📊 🎬

📌 Etc.

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🏆 The DISPLACE Challenge 2023 — 2 papers

🔥 2023 (2 papers)

• "The DISPLACE Challenge 2023 - DIarization of SPeaker and LAnguage in Conversational Environments," in Proc. Interspeech, 2023. 📄 🔗
• "The SpeeD--ZevoTech submission at DISPLACE 2023," in Proc. Interspeech, 2023. 📄

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🏆 MERLIon CCS Challenge 2023 — 1 paper

🔥 2023 (1 paper)

• "MERLIon CCS Challenge: A English-Mandarin code-switching child-directed speech corpus for language identification and diarization," in Proc. Interspeech, 2023. 📄 🔗

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📌 CHiME-6

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🏆 ICMC-ASR Grand Challenge (ICASSP2024) — 2 papers

🔥 2023-2024 (2 papers)

• "ICMC-ASR: The ICASSP 2024 In-Car Multi-Channel Automatic Speech Recognition Challenge," 2023. 📄
• "The NUS-HLT System for ICASSP2024 ICMC-ASR Grand Challenge," in Technical Report, 2023. 📄

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📌 The Second DISPLACE — 1 paper

🔥 2024 (1 paper)

• "The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environments," in Proc. Interspeech, 2024. 📄

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📌 CHiME-8 — 1 paper

🔥 2024 (1 paper)

• "The CHiME-8 DASR Challenge for Generalizable and Array Agnostic Distant Automatic Speech Recognition and Diarization," 2024. 📄

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📌 MISP 2025 (Interspeech 2025) — 2 papers

🔥 2025 (2 papers)

• "The Multimodal Information Based Speech Processing (MISP) 2025 Challenge: Audio-Visual Diarization and Recognition," 2025. 📄
• "Overlap-Adaptive Hybrid Speaker Diarization and ASR-Aware Observation Addition for MISP 2025 Challenge," in Proc. Interspeech, 2025. 📄

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🔗 Other Awesome Lists

• wq2012/awesome-diarization
• jim-schwoebel/voice_datasets