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Voice Face Association Learning Paper List

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# Voice Face Association Learning Papers

**Other Keywords：**

- voice-face cross-modal biometric matching
- voice-face representation learning 
- voice-face cross-modal mapping

Please raise an issue if there is anything mistake or missing.  :-)

| Abbr.        | Title                                                        | Year | Conf          | Code                                                         |
| ------------ | ------------------------------------------------------------ | ---- | ------------- | ------------------------------------------------------------ |
| SVHF         | Seeing voices and hearing faces: Cross-modal biometric matching | 2018 | CVPR          | [code](http://www.robots.ox.ac.uk/~vgg/research/CMBiometrics)<br />,[model](https://github.com/a-nagrani/SVHF-Net) |
| FVCME        | Face-voice matching using cross-modal embeddings             | 2018 | MM            | ❎                                                            |
| Pins         | Learnable pins: Crossmodal embeddings for person identity    | 2018 | ECCV          | [official](http://www.robots.ox.ac.uk/~vgg/research/LearnablePins/), [pytorch](https://github.com/my-yy/learnable_pins) |
| LAFV         | On learning associations of faces and voices                 | 2018 | ACCV          | ❎                                                            |
| SSNet        | Deep Latent Space Learning for Cross-modal Mapping of Audio and Visual Signals | 2019 | DICTA         | ❎                                                            |
| DIMNet       | Disjoint mapping network for cross-modal matching of voices and faces | 2019 | ICLR          | ❎                                                            |
| EmNet        | A Novel Distance Learning for Elastic Cross-Modal Audio-Visual Matching | 2019 | ICME-Workshop | ❎                                                            |
| VFMR         | Voice-Face Cross-modal Matching and Retrieval- A Benchmark   | 2019 | -             | ❎                                                            |
|              | Learning Discriminative Joint Embeddings for Efficient Face and Voice Association | 2020 | SIGIR         | ❎                                                            |
|              | Hearing like Seeing: Improving Voice-Face Interactions and Associations via Adversarial Deep Semantic Matching Network | 2020 | MM            | ❎                                                            |
| VFNet        | Audio-visual Speaker Recognition with a Cross-modal Discriminative Network | 2020 | Interspeech   | ❎                                                            |
| AML          | Adversarial-Metric Learning for Audio-Visual Cross-Modal Matching | 2021 | TMM           | [official](https://github.com/MLanHu/AML), [copy](https://github.com/my-yy/AML_Copy) |
|              | Seeking the Shape of Sound- An Adaptive Framework for Learning Voice-Face Association | 2021 | CVPR          | [code](https://github.com/KID-7391/seeking-the-shape-of-sound) |
|              | Cross-modal Speaker Veriﬁcation and Recognition: A Multilingual Perspective | 2021 | CVPR-Workshop | ❎                                                            |
|              | Disentangled Representation Learning for Cross-Modal Biometric Matching | 2021 | TMM           | ❎                                                            |
| FOP          | Fusion and Orthogonal Projection for Improved Face-Voice Association | 2022 | ICASSP        | [code](https://github.com/msaadsaeed/FOP)                    |
| Self-Lifting | Self-Lifting: A Novel Framework for Unsupervised Voice-Face Association Learning | 2022 | ICMR          | [code](https://github.com/my-yy/sl_icmr2022)                 |
| CMPC         | Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast | 2022 | IJCAI         | [code](https://github.com/Cocoxili/CMPC)                     |
|              | Detach and Enhance: Learning Disentangled Cross-modal Latent Representation for Efficient Face-Voice Association and Matching | 2022 | ICDM          | ❎                                                            |
|              | Looking and Hearing into Details: Dual-enhanced Siamese Adversarial Network for Audio-Visual Matching | 2022 | TMM           | ❎                                                            |
| SBNet        | Single-branch Network for Multimodal Training                | 2023 | ICASSP        | [code](https://github.com/msaadsaeed/SBNet)                  |

##  Benchmarks
### Voice-Face Association Learning Evaluation

https://github.com/my-yy/vfal-eva

- Reproduce bunches of  works based on unified standards  😃
- High-speed  training and testing ⚡
- Easy to extend 💭

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