Medical Image Classification on UWaterloo (random)
80AccuracyOpenCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| OpenCLIPProtocol=Linear Probe2024.05 | 80 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 80 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 75 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 70 | |
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 70 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 65 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 60 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 60 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 55 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 55 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 55 | |
| RandomProtocol=Zero-shot2024.05 | 50 | |
| RandomProtocol=Linear Probe2024.05 | 50 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 50 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 50 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 50 | |
| MedCLIPProtocol=Zero-shot2024.05 | 50 | |
| MedCLIPProtocol=Linear Probe2024.05 | 50 | |
| DenseNetProtocol=Linear Probe2024.05 | 45 |