Medical Image Classification on VinDr-CXR (random)
46AccuracyKnoBo (w/o LLM findings extraction)
Evaluation results
| Method | Links | |
|---|---|---|
| KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.05 | 46 | |
| KnoBoProtocol=Linear Probe, LLM extraction=true2024.05 | 44 | |
| PMC-CLIPProtocol=Linear Probe2024.05 | 42.3 | |
| MedCLIPProtocol=Linear Probe2024.05 | 40 | |
| BioMedCLIPProtocol=Linear Probe2024.05 | 36.6 | |
| OpenCLIPProtocol=Linear Probe2024.05 | 34.9 | |
| OpenAI-CLIPProtocol=Linear Probe2024.05 | 33.1 | |
| KnoBoProtocol=Zero-shot, LLM extraction=true2024.05 | 29.1 | |
| DenseNetProtocol=Linear Probe2024.05 | 27.4 | |
| PubMedCLIPProtocol=Linear Probe2024.05 | 26.9 | |
| MedCLIPProtocol=Zero-shot2024.05 | 24.6 | |
| BioMedCLIPProtocol=Zero-shot2024.05 | 22.3 | |
| KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.05 | 21.1 | |
| OpenAI-CLIPProtocol=Zero-shot2024.05 | 16 | |
| PMC-CLIPProtocol=Zero-shot2024.05 | 16 | |
| OpenCLIPProtocol=Zero-shot2024.05 | 15.4 | |
| PubMedCLIPProtocol=Zero-shot2024.05 | 15.4 | |
| RandomProtocol=Zero-shot2024.05 | 14.3 | |
| RandomProtocol=Linear Probe2024.05 | 14.3 |