Table 7.
Comparison of compression savings for different compression pipelines on LeNet-300-100.
| Method | Original | Compressed | CR |
|---|---|---|---|
| Existing STD (pruning) + k-means clustering (weight sharing) + Huffman coding [1] |
305388 | 80904 | 3.77 |
| Proposed | |||
| Method 1 STD (pruning) + DBSCAN (weight sharing) + Huffman coding |
335340 | 228360 | 1.47 |
| Method 2 z-score (pruning) + k-means clustering (weight sharing) + Huffman coding |
422268 | 101991 | 4.14 |
| Method 3 z-score (pruning) + DBSCAN (weight sharing) + Huffman coding |
422268 | 98660 | 4.28 |