Medical Image Classification on HAM10000 (random)
83.3AccuracyKnoBo (w/o LLM findings extraction)
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 83.3 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 82.9 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 82.4 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 82.2 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 79.9 | |
| DenseNetProtocol=Linear Probe2024.05 | 79 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 76.3 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 75.2 | |
| MedCLIPProtocol=Linear Probe2024.05 | 71.4 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 61.5 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 60.4 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 50.9 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 25.1 | |
| RandomProtocol=Zero-shot2024.05 | 14.3 | |
| RandomProtocol=Linear Probe2024.05 | 14.3 | |
| MedCLIPProtocol=Zero-shot2024.05 | 8.5 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 5.2 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 4.8 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 3.6 |