The IAUFD contains 100,000 real-world images from 33 football videos in 2; 508 minutes, annotated in 10 event categories. These categories are including images which show: the goal gate, center of the field, players' happiness, red card, yellow card, the ball, stadium, the referee, penalty position, and free-kick. We believe these moments are the bases and useful for any high-level action recognition or event detection.