3678_8.mp4 -

The challenge of accurately classifying short-duration high-motion clips in automated systems [3].

Implementation of Convolutional Neural Networks (CNNs) for spatial data and LSTMs or Transformers for temporal sequencing [5]. 3678_8.mp4

Temporal Feature Extraction and Motion Analysis in Video Stream 3678_8.mp4 1. Introduction and primary subjects.

Break down the environment (indoor/outdoor), lighting conditions, and primary subjects. 3678_8.mp4