diff --git a/train_mm_moco.py b/train_mm_moco.py
index 597bc08..696c43c 100755
--- a/train_mm_moco.py
+++ b/train_mm_moco.py
@@ -105,18 +105,21 @@ class MultiModalMoCo(nn.Module):
         k_tv = self.phi_tactile_k(vision_base_k)
 
         tactile_base_q = self.tactile_base_q(x_tactile_q)
-        q_tv = self.phi_vision_q(tactile_base_q)
-        q_tt = self.phi_tactile_q(tactile_base_q)
+        q_tv = self.Phi_vision_q(tactile_base_q)
+        q_tt = self.Phi_tactile_q(tactile_base_q)
 
         tactile_base_k = self.tactile_base_k(x_tactile_k)
-        k_vt = self.phi_vision_k(tactile_base_k)
-        k_tt = self.phi_tactile_k(tactile_base_k)
+        k_vt = self.Phi_vision_k(tactile_base_k)
+        k_tt = self.Phi_tactile_k(tactile_base_k)
 
         # Update key encoders
         self._momentum_update_key_encoder(self.vision_base_q, self.vision_base_k)
         self._momentum_update_key_encoder(self.tactile_base_q, self.tactile_base_k)
         self._momentum_update_key_encoder(self.phi_vision_q, self.phi_vision_k)
         self._momentum_update_key_encoder(self.phi_tactile_q, self.phi_tactile_k)
+        self._momentum_update_key_encoder(self.Phi_vision_q, self.Phi_vision_k)
+        self._momentum_update_key_encoder(self.Phi_tactile_q, self.Phi_tactile_k)
+
 
         # Compute the contrastive loss for each pair of queries and keys
         vision_vision_intra = self.moco_contrastive_loss(q_vv, k_vv)