Multi-sound source localization on VGGSound-Duet (test) benchmark leaderboard · SOTA2 Research

Multi-sound source localization on VGGSound-Duet (test)

77.6CIoU@0.3Generation-Analysis-Refinement

Evaluation Results

Method
Generation-Analysis-Refinement2026.04	77.6	47.2	—	45.8
Generation-Analysis-Refinement2026.04	59.5	43.5	—	38.2
OA-SSL2026.04	55.2	45.9	—	44.8
Proposed Method2024.03	46.9	32.5	44.4	29.2
NoPrior2026.04	46.9	32.5	—	29.2
Qwen2.5-Omni2026.04	42.6	41	—	28.3
T-VSL2024.04	40.1	35.7	—	37.9
MiniCPM-o2026.04	38.6	36.9	—	26.3
AVGN2024.04	37.8	31.9	—	35.4
DSOL2024.04	36.9	—	—	34.6
Alignment2024.04	35.8	30.4	—	33.9
Mix-and-Localize2024.04	35.6	29.5	—	34.1
FNAC2024.04	35.1	29.8	—	33.4
AudioCLIP2024.04	34.9	28.4	—	32.8
MarginNCE2024.04	33.2	27.1	—	31.2
EZ-VSL2024.04	32.4	—	—	30.6
LVS2024.04	31.8	—	—	30.1
Wav2CLIP2024.04	31.4	26.3	—	28.9
CoarsetoFine2024.04	28.4	—	—	27.9
OTS2024.04	26.4	23.9	—	27.5
AVGN2024.03	26.2	21.9	28.1	23.8
AVGN2026.04	26.2	21.9	—	23.8
DSOL2024.03	22.3	—	—	21.1
Mix-and-Localize2024.03	21.1	16.3	22.6	20.5
Mix-and-Localize2026.04	21.1	16.3	—	20.5
EZ-VSL2024.03	20.5	—	—	20.2
EZ-VSL2026.04	20.5	—	—	20.2
LVS2024.03	17.3	—	—	19.5
CoarseToFIne2024.03	14.7	—	—	18.5
CoarseToFine2026.04	14.7	—	—	18.5
InteractiveOmni2026.04	14.6	36	—	17.9
DMC2024.03	13.8	—	—	17.1
DMC2026.04	13.8	—	—	17.1
OTS2024.03	12.2	10.5	12.7	15.8
OTS2026.04	12.2	10.5	—	15.8
Attention10k2024.03	11.5	—	—	15.2
Attention 10k2026.04	11.5	—	—	15.2