Audio Retrieval on Clotho
23.7R@1CLAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLAP2022.12 | 23.7 | 59.9 | 48.9 | |
| MAViL2022.12 | 23.3 | 63.6 | 49.5 | |
| OmniBind2026.05 | 23.3 | 49.5 | — | |
| MAViL2022.12 | 17.2 | 53.5 | 41 | |
| LanguageBind2026.05 | 16.7 | 52 | — | |
| ML-ACTtrained without LAION-630K=true2022.12 | 16.2 | 50.2 | 37.6 | |
| CLAP2022.12 | 15.6 | 52.3 | 38.6 | |
| CyCLAPSsentence embedding training=unsupervised (Ls)2023.10 | 14.93 | 51 | 36.84 | |
| CyCLAP2023.10 | 14.74 | 48.52 | 35.5 | |
| ML-ACTtrained without LAION-630K=true2022.12 | 14.4 | 49.9 | 36.6 | |
| CLAP2023.10 | 13.88 | 48.9 | 34.16 | |
| FreeBind2026.05 | 13.7 | — | — | |
| CLAPSsentence embedding training=unsupervised (Ls)2023.10 | 13.49 | 49 | 35.6 | |
| ARNLQEmergent=false, Supervision=Supervised2023.05 | 12.6 | 45.4 | — | |
| LanguageBindAnchor Modality=Text2026.04 | 12.1 | 44 | — | |
| EmergentBridgeAnchor Modality=Text2026.04 | 11.7 | 41.8 | — | |
| EmergentBridgeAnchor Modality=Image, Evaluation Protocol=emergent zero-shot2026.04 | 10 | 33.4 | — | |
| CodeBind-VL2026.05 | 8.5 | 32.8 | — | |
| AVFIC finetunedEmergent=false, Supervision=Supervised2023.05 | 8.4 | 38.6 | — | |
| C-MCRAnchor Modality=–2026.04 | 8.37 | 36.7 | — | |
| ViT-LENS_Lanchor=I+T2023.11 | 8.1 | 31.2 | — | |
| MMTtrained without LAION-630K=true2022.12 | 7 | 34.6 | 22.7 | |
| CodeBind-IB2026.05 | 6.9 | 28.6 | — | |
| ViT-LENS_Lanchor=I2023.11 | 6.8 | 29.6 | — | |
| MMTtrained without LAION-630K=true2022.12 | 6.7 | 33.2 | 21.6 | |
| ImageBind-Hanchor=I2023.11 | 6 | 28.4 | — | |
| IMAGEBINDEmergent=true, Supervision=No audio and text supervision2023.05 | 6 | 28.4 | — | |
| ImageBindAnchor Modality=Image, Evaluation Protocol=emergent zero-shot2026.04 | 6 | 28.4 | — | |
| AudioCLIPAnchor Modality=–2026.04 | 3.2 | 20.3 | — | |
| AVFIC2023.11 | 3 | 17.5 | — | |
| AVFICEmergent=false, Supervision=Uses audio and text loss2023.05 | 3 | 17.5 | — | |
| AVFICAnchor Modality=–2026.04 | 3 | 17.5 | — | |
| WAV2CLIPAnchor Modality=–2026.04 | 0.78 | 12.1 | — |