A post-pruning method uses pivoted QR decomposition to delete linearly dependent CNN filters and least-squares kernel adjustment to preserve output, gaining small extra compression without fine-tuning.
ImageNet: A large-scale hierarchical image database
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LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation
A post-pruning method uses pivoted QR decomposition to delete linearly dependent CNN filters and least-squares kernel adjustment to preserve output, gaining small extra compression without fine-tuning.