IPPRO is projective geometry-infused filter importace criteria for the structured pruning, ensuring the removal of the effect of magnitudes by embedding them into the projective space with temporal model extension. The PROscore, the proposed novel importance score, observes the gradient descent movement whether the filters moves toward the origin or not, to measure how the filter is likely to be pruned.