Medical Image Classification on Melanoma (random)
96AccuracyKnoBo (w/o LLM findings extraction)
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 96 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 93.5 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 92.7 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 92.6 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 92.2 | |
| DenseNetProtocol=Linear Probe2024.05 | 91.9 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 91.6 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 90 | |
| MedCLIPProtocol=Linear Probe2024.05 | 89.9 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 84 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 80.1 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 66.1 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 57.3 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 50.9 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 50.1 | |
| MedCLIPProtocol=Zero-shot2024.05 | 50.1 | |
| RandomProtocol=Zero-shot2024.05 | 50 | |
| RandomProtocol=Linear Probe2024.05 | 50 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 48.8 |