Species Classification on Animal audio species dataset unseen species (test)
27.6Top-1 AccuracyAnimalCLAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnimalCLAPTraining Prompt=Taxonomy-aware augmentation (random Com/Sci/Tax/Sci+Com/Tax+Com), Evaluation Prompt=Tax+Com2026.03 | 27.6 | 53.5 | 37.6 | |
| AnimalCLAPTraining Prompt=Taxonomy-aware augmentation (random Com/Sci/Tax/Sci+Com/Tax+Com), Evaluation Prompt=Sci+Com2026.03 | 26.9 | 53.2 | 36.8 | |
| AnimalCLAPTraining Prompt=Taxonomy-aware augmentation (random Com/Sci/Tax/Sci+Com/Tax+Com), Evaluation Prompt=Tax2026.03 | 26.6 | 52.1 | 36.2 | |
| AnimalCLAPTraining Prompt=Taxonomy-aware augmentation (random Com/Sci/Tax/Sci+Com/Tax+Com), Evaluation Prompt=Sci2026.03 | 26.1 | 52.5 | 35.7 | |
| CLAP variant (trained on Tax+Com)Training Prompt=Tax+Com, Evaluation Prompt=Tax+Com2026.03 | 25.6 | 53.1 | 35.6 | |
| CLAP variant (trained on Tax)Training Prompt=Tax, Evaluation Prompt=Tax2026.03 | 25.1 | 51.5 | 35.6 | |
| CLAP variant (trained on Sci+Com)Training Prompt=Sci+Com, Evaluation Prompt=Sci+Com2026.03 | 24.9 | 50.4 | 34.5 | |
| CLAP variant (trained on Sci)Training Prompt=Sci, Evaluation Prompt=Sci2026.03 | 23.6 | 50.7 | 33.2 | |
| CLAP variant (trained on Sci)Training Prompt=Sci, Evaluation Prompt=Sci+Com2026.03 | 22.1 | 49.8 | 32.2 | |
| AnimalCLAPTraining Prompt=Taxonomy-aware augmentation (random Com/Sci/Tax/Sci+Com/Tax+Com), Evaluation Prompt=Com2026.03 | 21.4 | 43 | 29.4 | |
| CLAP variant (trained on Tax)Training Prompt=Tax, Evaluation Prompt=Tax+Com2026.03 | 20.4 | 49.6 | 31.4 | |
| CLAP variant (trained on Tax+Com)Training Prompt=Tax+Com, Evaluation Prompt=Tax2026.03 | 19.7 | 42.5 | 28.1 | |
| CLAP variant (trained on Com)Training Prompt=Com, Evaluation Prompt=Com2026.03 | 19.5 | 42.1 | 28.1 | |
| CLAP variant (trained on Sci+Com)Training Prompt=Sci+Com, Evaluation Prompt=Tax+Com2026.03 | 16.2 | 37.7 | 24.1 | |
| CLAP variant (trained on Com)Training Prompt=Com, Evaluation Prompt=Sci+Com2026.03 | 14.6 | 33.5 | 21.4 | |
| CLAP variant (trained on Sci+Com)Training Prompt=Sci+Com, Evaluation Prompt=Com2026.03 | 14.3 | 39.5 | 23.6 | |
| CLAP variant (trained on Sci+Com)Training Prompt=Sci+Com, Evaluation Prompt=Sci2026.03 | 10.6 | 22.6 | 14.7 | |
| CLAP variant (trained on Com)Training Prompt=Com, Evaluation Prompt=Tax+Com2026.03 | 9.75 | 25.5 | 15.7 | |
| CLAP variant (trained on Tax+Com)Training Prompt=Tax+Com, Evaluation Prompt=Com2026.03 | 7.6 | 18.3 | 11.4 | |
| CLAP variant (trained on Tax+Com)Training Prompt=Tax+Com, Evaluation Prompt=Sci+Com2026.03 | 7.51 | 17.9 | 11 | |
| CLAP variant (trained on Sci+Com)Training Prompt=Sci+Com, Evaluation Prompt=Tax2026.03 | 4.2 | 9.57 | 6.24 | |
| CLAP variant (trained on Tax)Training Prompt=Tax, Evaluation Prompt=Sci2026.03 | 3.49 | 10.1 | 5.76 | |
| CLAP variant (trained on Sci)Training Prompt=Sci, Evaluation Prompt=Tax2026.03 | 3.22 | 11.4 | 6.15 | |
| CLAP variant (trained on Sci)Training Prompt=Sci, Evaluation Prompt=Tax+Com2026.03 | 2.42 | 8.77 | 4.59 | |
| CLAP variant (trained on Com)Training Prompt=Com, Evaluation Prompt=Tax2026.03 | 2.33 | 6.71 | 4.13 | |
| CLAPTraining Prompt=Pre-trained baseline, Evaluation Prompt=Sci+Com2026.03 | 1.7 | 5.81 | 3.04 | |
| CLAP variant (trained on Tax)Training Prompt=Tax, Evaluation Prompt=Sci+Com2026.03 | 1.61 | 4.11 | 2.5 | |
| CLAPTraining Prompt=Pre-trained baseline, Evaluation Prompt=Tax+Com2026.03 | 1.61 | 5.19 | 2.73 | |
| CLAP variant (trained on Tax+Com)Training Prompt=Tax+Com, Evaluation Prompt=Sci2026.03 | 1.43 | 6.26 | 2.88 | |
| CLAP variant (trained on Tax)Training Prompt=Tax, Evaluation Prompt=Com2026.03 | 1.16 | 5.81 | 2.9 | |
| CLAPTraining Prompt=Pre-trained baseline, Evaluation Prompt=Com2026.03 | 1.16 | 3.76 | 2.07 | |
| CLAP variant (trained on Com)Training Prompt=Com, Evaluation Prompt=Sci2026.03 | 0.81 | 1.97 | 1.23 | |
| CLAPTraining Prompt=Pre-trained baseline, Evaluation Prompt=Tax2026.03 | 0.63 | 2.86 | 1.4 | |
| CLAP variant (trained on Sci)Training Prompt=Sci, Evaluation Prompt=Com2026.03 | 0.36 | 1.52 | 0.7 | |
| CLAPTraining Prompt=Pre-trained baseline, Evaluation Prompt=Sci2026.03 | 0.36 | 3.13 | 1.29 |