diff --git a/terratorch/models/backbones/prithvi_mae.py b/terratorch/models/backbones/prithvi_mae.py
index 2eb78236..7fee6027 100644
--- a/terratorch/models/backbones/prithvi_mae.py
+++ b/terratorch/models/backbones/prithvi_mae.py
@@ -283,7 +283,7 @@ def __init__(self,
         for i in range(depth):
             self.blocks.append(Block(embed_dim, num_heads, mlp_ratio, qkv_bias=True, norm_layer=norm_layer))
             self.feature_info.append(
-                {"num_chs": embed_dim * self.patch_embed.patch_size[0], "reduction": 1, "module": f"blocks.{i}"}
+                {"num_chs": embed_dim * self.patch_embed.grid_size[0], "reduction": 1, "module": f"blocks.{i}"}
             )
         self.blocks = nn.ModuleList(self.blocks)
 
@@ -418,7 +418,7 @@ def forward_features(
         x = x + pos_embed[:, 1:, :]
 
         if self.temporal_encoding:
-            num_tokens_per_frame = x.shape[1] // self.patch_embed.num_frames
+            num_tokens_per_frame = x.shape[1] // self.num_frames
             temporal_encoding = self.temporal_embed_enc(temporal_coords, num_tokens_per_frame)
             x = x + temporal_encoding
         if self.location_encoding:
diff --git a/terratorch/models/backbones/prithvi_vit.py b/terratorch/models/backbones/prithvi_vit.py
index b56994c2..6bee25fa 100644
--- a/terratorch/models/backbones/prithvi_vit.py
+++ b/terratorch/models/backbones/prithvi_vit.py
@@ -27,13 +27,25 @@
 default_cfgs = generate_default_cfgs(
     {
         "prithvi_vit_100": {
-            "hf_hub_id": "ibm-nasa-geospatial/Prithvi-100M",
-            "hf_hub_filename": "Prithvi_100M.pt",
+            "hf_hub_id": "ibm-nasa-geospatial/Prithvi-EO-1.0-100M",
+            "hf_hub_filename": "Prithvi_EO_V1_100M.pt",
+        },
+        "prithvi_eo_v2_300": {
+            "hf_hub_id": "ibm-nasa-geospatial/Prithvi-EO-2.0-300M",
+            "hf_hub_filename": "Prithvi_EO_V2_300M.pt",
+        },
+        "prithvi_eo_v2_300_tl": {
+            "hf_hub_id": "ibm-nasa-geospatial/Prithvi-EO-2.0-300M-TL",
+            "hf_hub_filename": "Prithvi_EO_V2_300M_TL.pt",
+        },
+        "prithvi_eo_v2_600": {
+            "hf_hub_id": "ibm-nasa-geospatial/Prithvi-EO-2.0-600M",
+            "hf_hub_filename": "Prithvi_EO_V2_600M.pt",
+        },
+        "prithvi_eo_v2_600_tl": {
+            "hf_hub_id": "ibm-nasa-geospatial/Prithvi-EO-2.0-600M-TL",
+            "hf_hub_filename": "Prithvi_EO_V2_600M_TL.pt",
         },
-        "prithvi_eo_v2_300": {},
-        "prithvi_eo_v2_300_tl": {},
-        "prithvi_eo_v2_600": {},
-        "prithvi_eo_v2_600_tl": {},
         "prithvi_vit_tiny": {}
     }
 )