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Table 3 Summary of GAN pruning work

From: A survey on GAN acceleration using memory compression techniques

Work/aspect

Criteria

Granularity

Application

Module

[23](e)

Threshold

Unstructured

After training

Generator

[23](f)

Threshold

Unstructured

During training

Generator

[23](n)

Threshold

Unstructured

After training

Generator

[23](d)

Threshold

Unstructured

After training

Both

[25]

Evolutionary

Structured

After training

Generator

[24]

Similarity

Structured

During training

Generator

  1. (e)Iterative pruning after training
  2. (f)Iterative pruning during training
  3. (n)Pruning both generator and discriminator
  4. (d)One-shot pruning after training