Vision-Language Contrastive Learning Approach to Robust Automatic Placenta Analysis Using Photographic Images

Keyphrases

• Placenta 100%
• Vision-language 100%
• Learning Approaches 100%
• Photographic Images 100%
• Contrastive Learning 100%
• Chorioamnionitis 66%
• Risk Classification 66%
• Classification Task 66%
• Memorials 33%
• Adverse Pregnancy Outcomes 33%
• Hospital Level 33%
• Training Data 33%
• Pathology Report 33%
• IPad 33%
• Expert Knowledge 33%
• Placental Examination 33%
• Under-resourced Communities 33%
• Supervised Learning Method 33%
• Training Image 33%
• Maternal Inflammatory Response 33%
• Sepsis Risk 33%
• Mobile Platform 33%
• Video Encoder 33%
• Data Scarcity 33%
• Professional Photography 33%
• Shared Image 33%
• Feature Suppression 33%
• Prior Robustness 33%

Computer Science

• Contrastive Learning 100%
• Learning Approach 100%
• Photographic Image 100%
• Generalizability 50%
• Classification Task 50%
• Supervised Learning 25%
• Mobile Platform 25%
• Training Data 25%
• Expert Knowledge 25%
• Training Image 25%

Social Sciences

• Expert Knowledge 100%
• Community Resources 100%