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ResearchFormerly WizWand

Medical Image Classification on NIH-CXR (random)

68.4AccuracyKnoBo
5.06421.50737.9554.393May 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
KnoBoProtocol=Linear Probe, LLM extraction=true2024.0568.4
KnoBo (w/o LLM findings extraction)Protocol=Linear Probe, LLM extraction=false2024.0568.2
MedCLIPProtocol=Linear Probe2024.0564.8
PMC-CLIPProtocol=Linear Probe2024.0560.6
BioMedCLIPProtocol=Linear Probe2024.0558.7
DenseNetProtocol=Linear Probe2024.0553
OpenAI-CLIPProtocol=Linear Probe2024.0549.6
OpenCLIPProtocol=Linear Probe2024.0547.9
PubMedCLIPProtocol=Linear Probe2024.0547.7
KnoBoProtocol=Zero-shot, LLM extraction=true2024.0547.4
KnoBo (w/o LLM findings extraction)Protocol=Zero-shot, LLM extraction=false2024.0541.4
PMC-CLIPProtocol=Zero-shot2024.0540.4
OpenAI-CLIPProtocol=Zero-shot2024.0535
BioMedCLIPProtocol=Zero-shot2024.0531.4
PubMedCLIPProtocol=Zero-shot2024.0530.4
MedCLIPProtocol=Zero-shot2024.0525.1
RandomProtocol=Zero-shot2024.0516.7
RandomProtocol=Linear Probe2024.0516.7
OpenCLIPProtocol=Zero-shot2024.057.5