Medical Image Classification on PAD-UFS-20 (random)
86.5AccuracyKnoBo
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 86.5 | |
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 86.5 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 86 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 85.5 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 84.5 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 84.5 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 83.5 | |
| MedCLIPProtocol=Linear Probe2024.05 | 71 | |
| DenseNetProtocol=Linear Probe2024.05 | 69.5 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 61 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 56.5 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 55 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 52 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 50.5 | |
| RandomProtocol=Zero-shot2024.05 | 50 | |
| RandomProtocol=Linear Probe2024.05 | 50 | |
| MedCLIPProtocol=Zero-shot2024.05 | 50 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 47 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 45 |