Medical Image Classification on Pneumonia (random)
89.9AccuracyMedCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| MedCLIPProtocol=Linear Probe2024.05 | 89.9 | |
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 88.8 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 88.6 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 85.4 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 84.9 | |
| MedCLIPProtocol=Zero-shot2024.05 | 84.9 | |
| DenseNetProtocol=Linear Probe2024.05 | 83.8 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 82.4 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 77.7 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 77.4 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 74 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 72.9 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 63.3 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 62.5 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 62.5 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 57.7 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 57.2 | |
| RandomProtocol=Zero-shot2024.05 | 50 | |
| RandomProtocol=Linear Probe2024.05 | 50 |