Medical Image Classification on NIH-CXR (random)
68.4AccuracyKnoBo
Evaluation Results
| Method | Links | |
|---|---|---|
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 68.4 | |
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 68.2 | |
| MedCLIPProtocol=Linear Probe2024.05 | 64.8 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 60.6 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 58.7 | |
| DenseNetProtocol=Linear Probe2024.05 | 53 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 49.6 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 47.9 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 47.7 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 47.4 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 41.4 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 40.4 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 35 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 31.4 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 30.4 | |
| MedCLIPProtocol=Zero-shot2024.05 | 25.1 | |
| RandomProtocol=Zero-shot2024.05 | 16.7 | |
| RandomProtocol=Linear Probe2024.05 | 16.7 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 7.5 |