diff --git a/mj_envs/hand_manipulation_suite/door_v0.py b/mj_envs/hand_manipulation_suite/door_v0.py
index 061707cb..2eabb0d5 100644
--- a/mj_envs/hand_manipulation_suite/door_v0.py
+++ b/mj_envs/hand_manipulation_suite/door_v0.py
@@ -57,6 +57,19 @@ def _step(self, a):
 
         return ob, reward, False, {}
 
+    def get_proprioception(self, use_tactile):
+        # return self._get_obs()
+        robot_jnt = self.data.qpos.ravel()[:-2]
+        robot_vel = self.data.qvel.ravel()[:-2]
+        palm_pos = self.data.site_xpos[self.grasp_sid].ravel()
+        sensordata = []
+        if use_tactile:
+            sensordata = self.data.sensordata.ravel().copy()[:41]
+            sensordata = np.clip(sensordata, -5.0, 5.0)
+
+        res = np.concatenate([robot_jnt, robot_vel, palm_pos, sensordata])
+        return res
+
     def _get_obs(self):
         # qpos for hand
         # xpos for obj
diff --git a/mj_envs/hand_manipulation_suite/hammer_v0.py b/mj_envs/hand_manipulation_suite/hammer_v0.py
index 42ba06f0..3ff72a3c 100644
--- a/mj_envs/hand_manipulation_suite/hammer_v0.py
+++ b/mj_envs/hand_manipulation_suite/hammer_v0.py
@@ -78,6 +78,19 @@ def _get_obs(self):
         nail_impact = np.clip(self.sim.data.sensordata[self.sim.model.sensor_name2id('S_nail')], -1.0, 1.0)
         return np.concatenate([qp[:-6], qv[-6:], palm_pos, obj_pos, obj_rot, target_pos, np.array([nail_impact])])
 
+    def get_proprioception(self, use_tactile):
+        # return self._get_obs()
+        robot_jnt = self.data.qpos.ravel()[:-6]
+        robot_vel = self.data.qvel.ravel()[:-6]
+        palm_pos = self.data.site_xpos[self.S_grasp_sid].ravel()
+        sensordata = []
+        if use_tactile:
+            sensordata = self.data.sensordata.ravel().copy()[:41]
+            sensordata = np.clip(sensordata, -5.0, 5.0)
+
+        res = np.concatenate([robot_jnt, robot_vel, palm_pos, sensordata])
+        return res
+
     def reset_model(self):
         self.sim.reset()
         target_bid = self.model.body_name2id('nail_board')
diff --git a/mj_envs/hand_manipulation_suite/pen_v0.py b/mj_envs/hand_manipulation_suite/pen_v0.py
index 8cceba60..f7480884 100644
--- a/mj_envs/hand_manipulation_suite/pen_v0.py
+++ b/mj_envs/hand_manipulation_suite/pen_v0.py
@@ -85,6 +85,18 @@ def _get_obs(self):
         return np.concatenate([qp[:-6], obj_pos, obj_vel, obj_orien, desired_orien,
                                obj_pos-desired_pos, obj_orien-desired_orien])
 
+    def get_proprioception(self, use_tactile):
+        # return self._get_obs()
+        robot_jnt = self.data.qpos.ravel()[:-6]
+        robot_vel = self.data.qvel.ravel()[:-6]
+        palm_pos = self.data.site_xpos[self.S_grasp_sid].ravel()
+        sensordata = []
+        if use_tactile:
+            sensordata = self.data.sensordata.ravel().copy()[20:41]
+
+        res = np.concatenate([robot_jnt, robot_vel, palm_pos, sensordata])
+        return res
+
     def reset_model(self):
         qp = self.init_qpos.copy()
         qv = self.init_qvel.copy()
diff --git a/mj_envs/hand_manipulation_suite/relocate_v0.py b/mj_envs/hand_manipulation_suite/relocate_v0.py
index f1c351c5..6381ec14 100644
--- a/mj_envs/hand_manipulation_suite/relocate_v0.py
+++ b/mj_envs/hand_manipulation_suite/relocate_v0.py
@@ -58,7 +58,17 @@ def _get_obs(self):
         palm_pos = self.data.site_xpos[self.S_grasp_sid].ravel()
         target_pos = self.data.site_xpos[self.target_obj_sid].ravel()
         return np.concatenate([qp[:-6], palm_pos-obj_pos, palm_pos-target_pos, obj_pos-target_pos])
-       
+
+    def get_proprioception(self, use_tactile):
+        # return self._get_obs()
+        robot_pos = self.data.qpos.ravel()[:-6]
+        palm_pos = self.data.site_xpos[self.S_grasp_sid].ravel()
+        sensordata = []
+        if use_tactile:
+            sensordata = self.data.sensordata.ravel().copy()[20:41]
+        res = np.concatenate([robot_pos, palm_pos, sensordata])
+        return res
+
     def reset_model(self):
         qp = self.init_qpos.copy()
         qv = self.init_qvel.copy()
diff --git a/mj_envs/mujoco_env.py b/mj_envs/mujoco_env.py
index 9425e802..8290ad3c 100644
--- a/mj_envs/mujoco_env.py
+++ b/mj_envs/mujoco_env.py
@@ -81,8 +81,13 @@ def viewer_setup(self):
         """
         pass
 
-    # -----------------------------
+    def get_proprioception(self, use_tactile):
+        """
+        For the VIL paper
+        """
+        pass
 
+    # -----------------------------
     def _reset(self):
         self.sim.reset()
         self.sim.forward()
@@ -129,6 +134,12 @@ def state_vector(self):
             state.qpos.flat, state.qvel.flat])
 
     # -----------------------------
+    def get_pixels(self, frame_size=(128, 128), camera_name=None, device_id=0):
+        pixels = self.sim.render(width=frame_size[0], height=frame_size[1],
+                                 mode='offscreen', camera_name=camera_name, device_id=device_id)
+
+        pixels = pixels[::-1, :, :]
+        return pixels
 
     def visualize_policy(self, policy, horizon=1000, num_episodes=1, mode='exploration'):
         self.mujoco_render_frames = True