Medical Image Classification on BCN20000 (random)
72AccuracyKnoBo (w/o LLM findings extraction)
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 72 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 71 | |
| DenseNetProtocol=Linear Probe2024.05 | 69.6 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 67.9 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 67.8 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 67.6 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 64.4 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 61.8 | |
| MedCLIPProtocol=Linear Probe2024.05 | 55.1 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 53 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 46.5 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 28.9 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 28.3 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 27.5 | |
| RandomProtocol=Zero-shot2024.05 | 25 | |
| RandomProtocol=Linear Probe2024.05 | 25 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 25 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 24.8 | |
| MedCLIPProtocol=Zero-shot2024.05 | 22.6 |