2 papers
cs.CV2026
Attribution Upsampling should Redistribute, Not Interpolate
Vincenzo Buono, Peyman Sheikholharam Mashhadi, Mahmoud Rahat +2
Attribution methods in explainable AI rely on upsampling techniques that were designed for natural images, not saliency maps. Standard bilinear and bicubic interpolation systematic…
cs.LG2024
Expected Grad-CAM: Towards gradient faithfulness
Vincenzo Buono, Peyman Sheikholharam Mashhadi, Mahmoud Rahat +2
Although input-gradients techniques have evolved to mitigate and tackle the challenges associated with gradients, modern gradient-weighted CAM approaches still rely on vanilla grad…