Hello everyone,
Recently I started generative ai through generative ai course. now, I’ve been experimenting with generative AI models for creating synthetic data, but I keep encountering an error known as “Mode Collapse.” Despite trying different approaches and tweaking hyperparameters, I’m struggling to mitigate this issue effectively.
Error Name: Mode Collapse
Error Description: Mode collapse in generative adversarial networks (GANs) occurs when the generator learns to produce limited or repetitive samples, failing to capture the full diversity of the training data distribution. This results in a loss of variability and richness in the generated outputs, hindering the model’s ability to produce high-quality and diverse samples. Mode collapse can occur due to various factors such as imbalanced data, unstable training dynamics, or inadequate network architectures. Addressing mode collapse is crucial for ensuring the effectiveness and diversity of generated outputs in generative AI applications.
Thanks in advance!