Processing Pipeline Overview
1. Raw Football Video
This is the original, unprocessed footage of the football match, captured at high resolution. It serves as the input to our analytics pipeline.
2. Players Detection Overlay
Our model identifies and tracks player positions in each frame, overlaying bounding boxes to highlight individual athletes in real time.
3. Ball Detection Overlay
Next, the ball detection stage isolates the football’s trajectory, enabling precise tracking of passes, shots, and movement patterns.
4. Generated Homographic Map
Finally, we transform the overhead camera view into a top-down homographic projection, mapping player and ball coordinates onto the field blueprint for tactical analysis. The video is smoothed using a Kalman Filter.