Out-of-year parcel identification using adversarial domain adaptation and multi-temporal satellite imagery to enhance vineyard health monitoring

Key Points

• The aim is to improve vineyard health monitoring by identifying out-of-year parcels using advanced imaging techniques.
• Utilized adversarial domain adaptation to align different satellite imagery datasets.
• Applied multi-temporal satellite images for consistent parcel identification.
• Analyzed the effectiveness of the proposed method against traditional monitoring techniques.
• Achieved higher accuracy in identifying vineyard health compared to existing methods.
• Demonstrated robust performance across various seasonal imagery datasets.
• Provided clear improvements in identifying parcels during off-peak seasons.