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Comparison of compression savings for different compression pipelines for LeNet-5.
| Method | Original | Compressed | CR |
|---|---|---|---|
| STD (pruning) + k-means clustering (weight sharing) + Huffman coding | 704920 | 679430 | 1.04 |
| Proposed pipelines | |||
| z-score (pruning) + k-means clustering (weight sharing) + Huffman coding | 381396 | 367856 | 1.04 |
| STD (pruning) + DBSCAN (weight sharing) + Huffman coding | 381396 | 336108 | 1.13 |
| z-score (pruning) + DBSCAN (weight sharing) + Huffman coding | 381396 | 368742 | 1.03 |
