Medical Image Classification on COVID-QU (random)
95.3AccuracyKnoBo (w/o LLM findings extraction)
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 95.3 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 94.9 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 94.9 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 91 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 90.3 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 90 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 87.7 | |
| MedCLIPProtocol=Linear Probe2024.05 | 87.4 | |
| DenseNetProtocol=Linear Probe2024.05 | 82.9 | |
| MedCLIPProtocol=Zero-shot2024.05 | 68.6 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 60.6 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 48.1 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 46 | |
| RandomProtocol=Zero-shot2024.05 | 25 | |
| RandomProtocol=Linear Probe2024.05 | 25 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 22 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 11.8 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 6.7 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 6.3 |