Species-level classification on INSECT
39.8Seen AccuracyDNABERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DNABERTSSL pretraining=Human, Fine-tuning=Insect2023.11 | 39.8 | 10.4 | 16.5 | |
| CNN encoder (Reproduction)SSL pretraining=–, Fine-tuning=Insect, Source=Our reproduction2023.11 | 39.4 | 18.9 | 25.5 | |
| BarcodeBERTSSL pretraining=Invertebrates, Fine-tuning=Insect2023.11 | 38.8 | 15.3 | 22 | |
| CNN encoder (Original)SSL pretraining=–, Fine-tuning=Insect, Source=Original result2023.11 | 38.3 | 20.8 | 27 | |
| DNABERT-2SSL pretraining=Multi-species, Fine-tuning=–2023.11 | 36.2 | 10.4 | 16.2 | |
| DNABERTSSL pretraining=Human, Fine-tuning=–2023.11 | 35 | 10.3 | 16 | |
| BarcodeBERTSSL pretraining=Invertebrates, Fine-tuning=–2023.11 | 31.6 | 20 | 24.5 | |
| DNABERT-2SSL pretraining=Multi-species, Fine-tuning=Insect2023.11 | 30.8 | 8.6 | 13.4 |