Visual Species Recognition on Aves
58.2AccuracyFSL expert
Evaluation Results
| Method | Links | |
|---|---|---|
| FSL expertBackbone=OpenCLIP ViT-B/32, Mode=16-shot finetuned2025.12 | 58.2 | |
| ZS-VLMBackbone=OpenCLIP ViT-B/32, Mode=Zero-shot2025.12 | 44.8 | |
| LMM + Ver.LMM=Qwen-2.5-VL-7B-Instruct, Prompting=Open-vocabulary + Self-verification2025.12 | 36.9 | |
| LMM open vocab.LMM=Qwen-2.5-VL-7B-Instruct, Prompting=Open-vocabulary2025.12 | 36.8 | |
| LMM (All class names)LMM=Qwen-2.5-VL-7B-Instruct, Prompting=Zero-shot In-Context Learning (ZS-ICL)2025.12 | 35.9 | |
| LMM + CoTLMM=Qwen-2.5-VL-7B-Instruct, Prompting=Open-vocabulary + Chain-of-Thought (CoT)2025.12 | 34.2 |