Medical Image Classification on Open-i (random)
73.3AccuracyKnoBo
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 73.3 | |
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 72.1 | |
| MedCLIPProtocol=Linear Probe2024.05 | 71.9 | |
| MedCLIPProtocol=Zero-shot2024.05 | 70.2 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 67.6 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 67.5 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 67.4 | |
| DenseNetProtocol=Linear Probe2024.05 | 63.8 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 62.9 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 60.3 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 59.6 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 58.7 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 57.6 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 56 | |
| RandomProtocol=Zero-shot2024.05 | 33 | |
| RandomProtocol=Linear Probe2024.05 | 33 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 26.4 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 21.6 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 21.6 |