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Published at November 27Pruning Deep Convolutional Neural Network Using Conditional Mutual Information
cs.LG
Released Date: November 27, 2024
Authors: Tien Vu-Van1, Dat Du Thanh1, Nguyen Ho2, Mai Vu3
Aff.: 1Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology, Vietnam; 2Computer Science Department, Loyola University Maryland, USA; 3Electrical and Computer Engineering Department, Tufts University, USA

| Cutoff Point Approaches | Parameters Retained | Filters Pruned Percentage | Accuracy before Retraining | Accuracy after Retraining |
|---|---|---|---|---|
| No pruning (original model) | 33.647 M | 0 % | 94.00% | - |
| Permutation-test (Yu et al., 2021) | 19.379 M | 81.79% | 9.99% | 10.02% |
| Scree-test | 24.618 M | 36.15% | 90.95% | 93.68% |
| X-means | 25.01 M | 34.67% | 83.56% | 92.99% |