SEP 4, 2026 · PREPRINT
Lightweight Vision Transformer Compression for On-Device Plant Disease Detection in Resource-Constrained Agricultural Field Conditions
arXiv
A single-center, uncontrolled technical validation study of model compression methods on a proprietary dataset with no peer review, clinical validation, or comparison to deployed agricultural systems.
Reported
Baseline accuracy (FP32)95.13%
Compressed model accuracy (fully…95.13 ± 2.32%
Compressed model accuracy (direct…94.87%