Classification on Soundscape OOD datasets (HSN, NES, SNE, UHH, PER, SSW) inat-sounds 2024 (test)
23.17HSN ScoreText-observation hashing framework (128-bit)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Text-observation hashing framework (128-bit)Hashing bits=128-bit, Fine-tuning=Continuous (LoRA), Evaluation Protocol=Zero-shot2026.01 | 23.17 | 38.94 | 50.79 | 18.1 | 10.71 | 42.59 | 30.71 | |
| Text-observation hashing framework (256-bit)Hashing bits=256-bit, Fine-tuning=Continuous (LoRA), Evaluation Protocol=Zero-shot2026.01 | 20.83 | 30.85 | 41.68 | 20.34 | 11.41 | 41.21 | 27.72 | |
| BioLingualMode=Original Model, Evaluation Protocol=Zero-shot2026.01 | 19.69 | 32.18 | 42.7 | 16.65 | 7.68 | 35.98 | 25.81 |