diff --git a/models/Model_SAEHD/Model.py b/models/Model_SAEHD/Model.py index 225b44d..b4d2b31 100644 --- a/models/Model_SAEHD/Model.py +++ b/models/Model_SAEHD/Model.py @@ -394,7 +394,8 @@ Examples: df, liae, df-d, df-ud, liae-ud, ... gpu_pred_src_src, gpu_pred_src_srcm = self.decoder_src(gpu_src_code) gpu_pred_dst_dst, gpu_pred_dst_dstm = self.decoder_dst(gpu_dst_code) gpu_pred_src_dst, gpu_pred_src_dstm = self.decoder_src(gpu_dst_code) - + gpu_pred_src_dst_no_code_grad, _ = self.decoder(tf.stop_gradient(gpu_dst_code)) + elif 'liae' in archi_type: gpu_src_code = self.encoder (gpu_warped_src) gpu_src_inter_AB_code = self.inter_AB (gpu_src_code) @@ -409,6 +410,7 @@ Examples: df, liae, df-d, df-ud, liae-ud, ... gpu_pred_dst_dst, gpu_pred_dst_dstm = self.decoder(gpu_dst_code) gpu_pred_dst_dst_no_code_grad, _ = self.decoder(tf.stop_gradient(gpu_dst_code)) gpu_pred_src_dst, gpu_pred_src_dstm = self.decoder(gpu_src_dst_code) + gpu_pred_src_dst_no_code_grad, _ = self.decoder(tf.stop_gradient(gpu_src_dst_code)) gpu_pred_src_src_list.append(gpu_pred_src_src) gpu_pred_dst_dst_list.append(gpu_pred_dst_dst) @@ -459,7 +461,8 @@ Examples: df, liae, df-d, df-ud, liae-ud, ... face_style_power = self.options['face_style_power'] / 100.0 if face_style_power != 0 and not self.pretrain: - gpu_src_loss += nn.style_loss(gpu_psd_target_dst_style_masked, gpu_target_dst_style_masked, gaussian_blur_radius=resolution//16, loss_weight=10000*face_style_power) + gpu_src_loss += nn.style_loss(gpu_pred_src_dst_no_code_grad*tf.stop_gradient(gpu_pred_src_dstm), tf.stop_gradient(gpu_pred_dst_dst*gpu_pred_dst_dstm), gaussian_blur_radius=resolution//8, loss_weight=10000*face_style_power) + #gpu_src_loss += nn.style_loss(gpu_psd_target_dst_style_masked, gpu_target_dst_style_masked, gaussian_blur_radius=resolution//16, loss_weight=10000*face_style_power) bg_style_power = self.options['bg_style_power'] / 100.0 if bg_style_power != 0 and not self.pretrain: