18334889. ACCELERATED DATA COLLECTION USING TRANSFORMER ENCODING LAYERS FOR DATA SEPARATION (DEERE & COMPANY)

ACCELERATED DATA COLLECTION USING TRANSFORMER ENCODING LAYERS FOR DATA SEPARATION

Organization Name

DEERE & COMPANY

Inventor(s)

Luis Pazos Outon of Mountain View CA (US)

Ashish Tendulkar of Mumbai (IN)

Alok Talekar of Bangalore (IN)

Nitin Surya of Telangana (IN)

ACCELERATED DATA COLLECTION USING TRANSFORMER ENCODING LAYERS FOR DATA SEPARATION

This abstract first appeared for US patent application 18334889 titled 'ACCELERATED DATA COLLECTION USING TRANSFORMER ENCODING LAYERS FOR DATA SEPARATION

Original Abstract Submitted

Techniques are disclosed herein that are directed towards using satellite image data to narrow down the search space for statistically significant and/or meaningful ground truth data. Various implementations include techniques for labeling agricultural image data using unsupervised clustering and/or active learning techniques. Additional or alternative implementations include collecting more detailed crop information from locations on the ground with a higher quality (e.g., especially representative of a particular crop) ground truth.