3678_8.mp4 -

3678_8.mp4 -

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

Frame extraction and normalization techniques used on the MP4 container. 3678_8.mp4

Summary of findings regarding the efficiency of motion vectors in this specific sequence. Break down the environment (indoor/outdoor)

If misclassified, explain why (e.g., background clutter or motion blur in clip 3678_8.mp4). 5. Conclusion explain why (e.g.

Analysis of pixel movement between frames to track velocity. 4. Experimental Results

How well a standard model (like ResNet-50 or I3D) classified this specific video.

Note the resolution, frame rate (fps), and duration, as these impact computational load [4]. 3. Methodology

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

Frame extraction and normalization techniques used on the MP4 container.

Summary of findings regarding the efficiency of motion vectors in this specific sequence.

If misclassified, explain why (e.g., background clutter or motion blur in clip 3678_8.mp4). 5. Conclusion

Analysis of pixel movement between frames to track velocity. 4. Experimental Results

How well a standard model (like ResNet-50 or I3D) classified this specific video.

Note the resolution, frame rate (fps), and duration, as these impact computational load [4]. 3. Methodology