diff --git a/ganimation/solver.py b/ganimation/solver.py
index e52f633..1e9ac73 100644
--- a/ganimation/solver.py
+++ b/ganimation/solver.py
@@ -409,10 +409,10 @@ class Solver(Utils):
 
                 all_images = torch.cat([regular_image_transform(Image.open(path)).unsqueeze(0) for path in images_to_animate_path], dim=0).cuda()
 
-                # if idx == 0:
-                #     for target_idx in range(targets.size(0)):
-                #         x_adv, perturb = pgd_attack.perturb(image_to_animate, black, targets[target_idx, :].unsqueeze(0).cuda())
-                #         x_advs.append((x_adv, perturb))
+                if idx == 0:
+                    for target_idx in range(targets.size(0)):
+                        x_adv, perturb = pgd_attack.perturb(image_to_animate, black, targets[target_idx, :].unsqueeze(0).cuda())
+                        x_advs.append((x_adv, perturb))
 
                 for target_idx in range(targets.size(0)):
                     # if target_idx == 0:
@@ -422,9 +422,9 @@ class Solver(Utils):
                     #     # _, perturb = pgd_attack.perturb_iter_data(image_to_animate, all_images, black, targets[68, :].unsqueeze(0).cuda())
                         
                     targets_au = targets[target_idx, :].unsqueeze(0).cuda()
-                    x_adv, perturb = pgd_attack.perturb(image_to_animate, black, targets_au)
-                    # x_adv, perturb = x_advs[target_idx]
-                    # x_adv = image_to_animate + perturb
+                    # x_adv, perturb = pgd_attack.perturb(image_to_animate, black, targets_au)
+                    x_adv, perturb = x_advs[target_idx]
+                    x_adv = image_to_animate + perturb
                     # print(image_to_animate.shape, x_adv.shape)
                     with torch.no_grad():
                         resulting_images_att, resulting_images_reg = self.G(