Sound Source Localization on Flickr-SoundNet (test)
89.84CIoUDMT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DMTTrainset=VGG-Sound 144k, Annotated samples size (|Dl|)=4k2024.03 | 89.84 | 68.64 | |
| MEERKATGeneralist=true2024.07 | 88.35 | 67.88 | |
| DMTTrainset=VGG-Sound 144k, Annotated samples size (|Dl|)=2k2024.03 | 88.32 | 67.78 | |
| DMTTrainset=VGG-Sound 10k, Annotated samples size (|Dl|)=4k2024.03 | 88.2 | 67.56 | |
| DMTTrainset=VGG-Sound 10k, Annotated samples size (|Dl|)=2k2024.03 | 87.36 | 67.38 | |
| DMTTrainset=VGG-Sound 144k, Annotated samples size (|Dl|)=2562024.03 | 87.04 | 64.72 | |
| SLAVCGeneralist=false2024.07 | 86 | — | |
| SLAVCObject-Guided Refinement (OGL)=true2026.03 | 86 | — | |
| MarginNCEGeneralist=false2024.07 | 85.14 | 64.55 | |
| FNACGeneralist=false2024.07 | 85.14 | 64.3 | |
| MarginNCEObject-Guided Refinement (OGL)=true2026.03 | 85.14 | 64.55 | |
| FNACObject-Guided Refinement (OGL)=true2026.03 | 85.14 | 64.3 | |
| DMTTrainset=VGG-Sound 10k, Annotated samples size (|Dl|)=2562024.03 | 85.04 | 65.06 | |
| HearTheFlowGeneralist=false2024.07 | 84.8 | 64 | |
| HearTheFlow2026.03 | 84.8 | 64 | |
| SOUPLEObject-Guided Refinement (OGL)=false, Training Epochs=202026.03 | 84.8 | 67.64 | |
| FNACObject-Guided Refinement (OGL)=false2026.03 | 84.73 | 63.76 | |
| EZ-VSLGeneralist=false2024.07 | 83.94 | 63.6 | |
| EZ-VSLObject-Guided Refinement (OGL)=true2026.03 | 83.94 | 63.6 | |
| MarginNCEObject-Guided Refinement (OGL)=false2026.03 | 83.94 | 63.2 | |
| SLAVCObject-Guided Refinement (OGL)=false2026.03 | 83.6 | — | |
| SOUPLEObject-Guided Refinement (OGL)=false, Training Epochs=502026.03 | 83.6 | 65.76 | |
| AlignmentGeneralist=false2024.07 | 82.4 | 64.6 | |
| AlignmentObject-Guided Refinement (OGL)=true2026.03 | 82.4 | 64.6 | |
| BuboGPTGeneralist=true2024.07 | 81.17 | 62.29 | |
| ACL-SSLObject-Guided Refinement (OGL)=false2026.03 | 80.8 | 64.62 | |
| SLAVCTrainset=VGG-Sound 144k2024.03 | 80 | 61.68 | |
| AlignmentObject-Guided Refinement (OGL)=false2026.03 | 79.6 | 63.44 | |
| EZVSLTrainset=VGG-Sound 144k2024.03 | 79.51 | 61.17 | |
| SSL-TIETrainset=VGG-Sound 144k2024.03 | 79.5 | 61.2 | |
| SSL-TIEGeneralist=false2024.07 | 79.5 | 61.2 | |
| SSL-TIE2026.03 | 79.5 | 61.2 | |
| EZ-VSLObject-Guided Refinement (OGL)=false2026.03 | 78.31 | 61.74 | |
| SSL-TIETrainset=VGG-Sound 10k2024.03 | 77.04 | 60.36 | |
| HardPos2026.03 | 76.8 | 59.2 | |
| SSPLTrainset=VGG-Sound 144k2024.03 | 76.7 | 60.5 | |
| SSPLGeneralist=false2024.07 | 76.7 | 60.5 | |
| SSPL2026.03 | 76.7 | 60.5 | |
| SSPLTrainset=VGG-Sound 10k2024.03 | 76.3 | 59.1 | |
| SLAVCTrainset=VGG-Sound 10k2024.03 | 74 | 57.74 | |
| LVSTrainset=VGG-Sound 144k2024.03 | 71.9 | 58.2 | |
| LVS2026.03 | 71.9 | 58.2 | |
| attention 10kTrainset=VGG-Sound 144k2024.03 | 66 | 55.8 | |
| Attention2026.03 | 66 | 55.8 | |
| EZVSLTrainset=VGG-Sound 10k2024.03 | 65.46 | 54.57 | |
| LVSTrainset=VGG-Sound 10k2024.03 | 61.8 | 53.6 | |
| attention 10kTrainset=VGG-Sound 10k2024.03 | 52.2 | 50.2 | |
| AudioCLIP2026.03 | 47.2 | 45.22 | |
| WAV2CLIP2026.03 | 26 | 29.6 |