NCA-GENM Exam Dumps | You are tasked with building a system that generates realistic images from text descriptions. Which of

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Question 155/192

You are tasked with building a system that generates realistic images from text descriptions. Which of the following loss functions is MOST crucial for ensuring the generated images are both visually appealing and semantically aligned with the text?

A. Mean Squared Error (MSE) between the generated image and the target image (if available).

B. Binary Cross-Entropy loss for discriminating between real and generated images (used in GANs).

C. A perceptual loss that measures the difference in high-level features extracted by a pre-trained convolutional neural network.

D. A contrastive loss that encourages similar text and image embeddings to be closer together in a shared embedding space.

E. All of the above.

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