diff --git a/prototorch/models/callbacks/visualization.py b/prototorch/models/callbacks/visualization.py
index 8692eff..98a1889 100644
--- a/prototorch/models/callbacks/visualization.py
+++ b/prototorch/models/callbacks/visualization.py
@@ -268,6 +268,7 @@ class Vis2DAbstract(pl.Callback):
                  title="Prototype Visualization",
                  cmap="viridis",
                  border=1,
+                 tensorboard=False,
                  show_last_only=False,
                  block=False):
         super().__init__()
@@ -277,9 +278,17 @@ class Vis2DAbstract(pl.Callback):
         self.fig = plt.figure(self.title)
         self.cmap = cmap
         self.border = border
+        self.tensorboard = tensorboard
         self.show_last_only = show_last_only
         self.block = block
 
+    def add_to_tensorboard(self, trainer, pl_module):
+        tb = pl_module.logger.experiment
+        tb.add_figure(tag=f"{self.title}",
+                      figure=self.fig,
+                      global_step=trainer.current_epoch,
+                      close=False)
+
 
 class VisGLVQ2D(Vis2DAbstract):
     def on_epoch_end(self, trainer, pl_module):
@@ -317,6 +326,8 @@ class VisGLVQ2D(Vis2DAbstract):
         ax.contourf(xx, yy, y_pred, cmap=self.cmap, alpha=0.35)
         ax.set_xlim(left=x_min + 0, right=x_max - 0)
         ax.set_ylim(bottom=y_min + 0, top=y_max - 0)
+        if self.tensorboard:
+            self.add_to_tensorboard(trainer, pl_module)
         if not self.block:
             plt.pause(0.01)
         else:
@@ -364,6 +375,8 @@ class VisSiameseGLVQ2D(Vis2DAbstract):
             close=False,
         )
 
+        if self.tensorboard:
+            self.add_to_tensorboard(trainer, pl_module)
         if not self.block:
             plt.pause(0.01)
         else:
@@ -404,6 +417,8 @@ class VisNG2D(Vis2DAbstract):
                         "k-",
                     )
 
+        if self.tensorboard:
+            self.add_to_tensorboard(trainer, pl_module)
         if not self.block:
             plt.pause(0.01)
         else: