Research map / Label-efficient and robust learning / Self-supervised and contrastive
Mix and Localize: Localizing Sound Sources in Mixtures
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use cycle-consistent audio-image-audio random walks instead of mixed correspondence loss (ablation) | Mix and Localize · MUSIC-Synthetic | CAP: 12.6 -> 34.0* | Helped |
| use cycle-consistent audio-image-audio random walks instead of mixed correspondence loss (ablation) | Mix and Localize · MUSIC-Duet | CAP: 19.3 -> 47.4* | Helped |
| use audio-image-audio cycle rather than image-sound-image cycle (ablation) | Mix and Localize · MUSIC-Synthetic | CAP: 11.0 -> 34.0* | Helped |
| use audio-image-audio cycle rather than image-sound-image cycle (ablation) | Mix and Localize · MUSIC-Duet | CAP: 19.7 -> 47.4* | Helped |
| use soft random-walk assignments rather than permutation-invariant hard matching (ablation) | Mix and Localize · MUSIC-Synthetic | CAP: 18.2* -> 34.0* | Helped |
| use soft random-walk assignments rather than permutation-invariant hard matching (ablation) | Mix and Localize · MUSIC-Duet | CAP: 24.0* -> 47.4* | Helped |
| use cycle-consistent random walks rather than OTS | Mix and Localize · MUSIC-Synthetic | CAP: 11.4 -> 34.0* | Helped |
| use cycle-consistent random walks rather than OTS | Mix and Localize · MUSIC-Duet | CIoU@0.3: 13.2 -> 26.3* | Helped |
Closest papers by meaning
- Learning to Visually Localize Sound Sources from Mixtures without Prior Source Knowledge (CVPR 2024 · similarity 0.91)
- Object-aware Sound Source Localization via Audio-Visual Scene Understanding (CVPR 2025 · similarity 0.90)
- T-VSL: Text-Guided Visual Sound Source Localization in Mixtures (CVPR 2024 · similarity 0.90)
- Seeing Speech and Sound: Distinguishing and Locating Audio Sources in Visual Scenes (CVPR 2025 · similarity 0.90)
- Prompting Segmentation with Sound Is Generalizable Audio-Visual Source Localizer (AAAI 2024 · similarity 0.88)
- Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment (CVPR 2025 · similarity 0.88)
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