[Retracted] DeepCompNet: A Novel Neural Net Model Compression Architecture

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