Implementation of Convolutional Neural Networks (CNNs) for spatial data and LSTMs or Transformers for temporal sequencing [5].

Break down the environment (indoor/outdoor), lighting conditions, and primary subjects.

Frame extraction and normalization techniques used on the MP4 container.

(e.g., a person running, a car turn, or a mechanical process).

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