NCA-GENM Exam Dumps | You are building a video summarization system that uses both visual (frame content) and audio (speech

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Question 154/192

You are building a video summarization system that uses both visual (frame content) and audio (speech transcripts) information. You've noticed that the system tends to prioritize segments with clear speech but often misses important visual events that are not explicitly mentioned in the audio. How can you improve the system to better incorporate visual cues into the summarization process? (Select all that apply)

A. Train a separate model to detect important visual events (e.g., action recognition) and incorporate its output into the summarization process.

B. Increase the weight given to audio features in the summarization model.

C. Use a multimodal attention mechanism that allows the model to attend to both visual and audio features simultaneously.

D. Fine-tune the audio transcription model to be more accurate.

E. All of the above.

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