Table 4 Model File Size Comparison under Different Compression Strategies.
From: TinyML pipeline for efficient crack classification in UAV-based structural health inspections
Strategy | Zipped Model File Size (KB) |
|---|---|
FP32-RGB (Original) | 862 |
FP32-G+MF (P) | 791 |
FP32-G+MF (WC) | 217 |
FP32-G+MF (P+WC) | 199 |
INT8-G+MF (P+WC+QAT) | 209 |
INT8-G+MF (P+WC+PCQAT) | 125 |
INT8-G+MF (PTQ) | 305 |
INT8-G+MF (QAT) | 307 |
INT8-G+MF (P+PTQ) | 178 |
INT8-G+MF (P+QAT) | 212 |
INT8-G+MF (P+PQAT) | 177 |
INT8-G+MF (WC+PTQ) | 145 |
INT8-G+MF (WC+QAT) | 214 |
INT8-G+MF (WC+PQAT) | 143 |
