| Enhancing Speaker Verification with w2v-BERT 2.0 and Knowledge Distillation guided Structured Pruning | | 0.27 | 0.028 | w2v-BERT 2.0 LoRA Adapter MFA + LMFT + calibration (extra data) | 2025-10-05 |
| ReDimNet2: Scaling Speaker Verification via Time-Pooled Dimension Reshaping | ✓ Link | 0.35 | | ReDimNet2-B6 (VoxBlink2 + VoxCeleb2) (extra data) | 2026-03-12 |
| ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings | | 0.52 | 0.058 | ECAPA2 | 2024-01-16 |
| Reshape Dimensions Network for Speaker Recognition | ✓ Link | 0.53 | 0.051 | ReDimNet-B6-SF2-LM-ASNorm | 2024-07-25 |
| Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification | | 0.54 | 0.047 | Kiwano fwSE-ResNet-200 (full refinement) | 2026-06-21 |
| Wespeaker: A Research and Production oriented Speaker Embedding Learning Toolkit | | 0.657 | 0.066 | WeSpeaker ResNet293 | 2022-10-31 |
| ERes2NetV2: Boosting Short-Duration Speaker Verification Performance with Computational Efficiency | ✓ Link | 0.76 | 0.082 | ERes2NetV2 | 2024-06-04 |
| Golden Gemini is All You Need: Finding the Sweet Spots for Speaker Verification | | 0.806 | 0.090 | Gemini DF-ResNet183 | 2023-12-06 |
| CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking | | 0.89 | 0.0995 | CAM++ | 2023-03-01 |
| An Enhanced Res2Net with Local and Global Feature Fusion for Speaker Verification | ✓ Link | 0.94 | 0.104 | ERes2Net (LMT) | 2023-05-22 |
| ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification | ✓ Link | 1.12 | 0.1318 | ECAPA-TDNN (C=1024) | 2020-05-14 |
| ExPO: Explainable Phonetic Trait-Oriented Network for Speaker Verification | | 1.515 | 0.184 | ExPO (LAAM) | 2025-01-10 |
| UniPET-SPK: A Unified Framework for Parameter-Efficient Tuning of Pre-trained Speech Models for Robust Speaker Verification | | 1.74 | 0.138 | UniPET-SPK (WavLM Base+ + TDNN) | 2025-01-27 |