Bridging the gap between hyperspectral imaging and crop breeding: soybean yield prediction and lodging classification with prototype contrastive learning

Keyphrases

• Crop Breeding 100%
• Lodging 100%
• Soybean Yield Prediction 100%
• Hyperspectral Imaging 100%
• Prototype Contrastive Learning 100%
• Deep Learning 50%
• Handcrafted Features 50%
• Yield Prediction 50%
• Vegetation Index 33%
• F1 Score 33%
• Feature Extraction 33%
• Soybean Breeding 33%
• Texture Features 33%
• Hyperspectral 33%
• Learning Representations 33%
• Lodging Prediction 33%
• Contrastive Network 33%
• Accuracy Improvement 16%
• Prediction Accuracy 16%
• Machine Learning Models 16%
• High Performance 16%
• Field Management 16%
• Feature-based 16%
• High-throughput Data 16%
• Learning Methods 16%
• Crop Monitoring 16%
• Class Label 16%
• Traditional Features 16%
• Soybean Field 16%
• Breeding Management 16%
• Grade Classification 16%
• Optimal Yield 16%
• Hyperspectral Imaging Technology 16%
• Lodging Grade 16%
• Unmanned Aerial Vehicle 16%
• Feature Select 16%
• Band Reflectance 16%
• Hyperspectral Feature Extraction 16%

Computer Science

• Hyperspectral Image 100%
• Contrastive Learning 100%
• Deep Learning Method 33%
• Feature Extraction 33%
• Learning Network 33%
• Texture Feature 33%
• Prediction Accuracy 16%
• High Throughput 16%
• Deep Learning Technique 16%
• Unmanned Aerial Vehicle 16%
• Throughput Data 16%
• Machine Learning Model 16%
• Complex System 16%

Agricultural and Biological Sciences

• Crop Breeding 100%
• Contrastive Learning 100%
• Hyperspectral Image 100%
• Deep Learning Method 50%
• Vegetation Index 33%
• Unmanned Aerial Vehicle 16%
• Learning System 16%
• Machine Learning 16%