LHGNN

Reported on 6 benchmarks across 2 tasks · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Audio3 results

Audio ClassificationonFSD50K
Mean AP· 2025-01-07
59
SOTA
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging arXiv:2501.03464
Audio ClassificationonESC-50
Top-1 Accuracy· 2025-01-07
96.2
best: 99.1 (OmniVec2)
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging arXiv:2501.03464
Audio ClassificationonAudio Set
Mean AP· 2025-01-07
46.6
best: 48.5 (M2D-AS/0.7)
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging arXiv:2501.03464

Methodology3 results

ClassificationonFSD50K
Mean AP· 2025-01-07
59
SOTA
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging arXiv:2501.03464
ClassificationonESC-50
Top-1 Accuracy· 2025-01-07
96.2
best: 99.1 (OmniVec2)
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging arXiv:2501.03464
ClassificationonAudio Set
Mean AP· 2025-01-07
46.6
best: 48.5 (M2D-AS/0.7)
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging arXiv:2501.03464