diff --git a/nerfstudio/configs/base_config.py b/nerfstudio/configs/base_config.py
index 4f1d82238..315659acb 100644
--- a/nerfstudio/configs/base_config.py
+++ b/nerfstudio/configs/base_config.py
@@ -17,7 +17,6 @@
 
 from __future__ import annotations
 
-import warnings
 from dataclasses import dataclass
 from pathlib import Path
 from typing import Any, List, Literal, Optional, Tuple, Type
@@ -25,8 +24,6 @@ from typing import Any, List, Literal, Optional, Tuple, Type
 # model instances
 from nerfstudio.utils import writer
 
-warnings.filterwarnings("ignore", module="torchvision")
-
 
 # Pretty printing class
 class PrintableConfig:
diff --git a/nerfstudio/models/base_surface_model.py b/nerfstudio/models/base_surface_model.py
index f7af6e2c1..f8d3bca10 100644
--- a/nerfstudio/models/base_surface_model.py
+++ b/nerfstudio/models/base_surface_model.py
@@ -25,8 +25,8 @@ from typing import Any, Dict, List, Literal, Tuple, Type, cast
 import torch
 import torch.nn.functional as F
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle
diff --git a/nerfstudio/models/instant_ngp.py b/nerfstudio/models/instant_ngp.py
index 95f059b60..abdc892dd 100644
--- a/nerfstudio/models/instant_ngp.py
+++ b/nerfstudio/models/instant_ngp.py
@@ -24,8 +24,8 @@ from typing import Dict, List, Literal, Optional, Tuple, Type
 import nerfacc
 import torch
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle
diff --git a/nerfstudio/models/mipnerf.py b/nerfstudio/models/mipnerf.py
index f0deb9bc4..9a3fdabe2 100644
--- a/nerfstudio/models/mipnerf.py
+++ b/nerfstudio/models/mipnerf.py
@@ -21,8 +21,8 @@ from typing import Dict, List, Tuple
 
 import torch
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle
diff --git a/nerfstudio/models/nerfacto.py b/nerfstudio/models/nerfacto.py
index 2dbbee939..79e5b180e 100644
--- a/nerfstudio/models/nerfacto.py
+++ b/nerfstudio/models/nerfacto.py
@@ -24,8 +24,8 @@ from typing import Dict, List, Literal, Tuple, Type
 import numpy as np
 import torch
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle, RaySamples
diff --git a/nerfstudio/models/semantic_nerfw.py b/nerfstudio/models/semantic_nerfw.py
index bf7914b1c..106f1794a 100644
--- a/nerfstudio/models/semantic_nerfw.py
+++ b/nerfstudio/models/semantic_nerfw.py
@@ -24,8 +24,8 @@ from typing import Dict, List, Tuple, Type
 import numpy as np
 import torch
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle
diff --git a/nerfstudio/models/tensorf.py b/nerfstudio/models/tensorf.py
index 742818b64..160ef1b86 100644
--- a/nerfstudio/models/tensorf.py
+++ b/nerfstudio/models/tensorf.py
@@ -24,8 +24,8 @@ from typing import Dict, List, Literal, Tuple, Type, cast
 import numpy as np
 import torch
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle
diff --git a/nerfstudio/models/vanilla_nerf.py b/nerfstudio/models/vanilla_nerf.py
index 4a23bf0e5..62d6b96b7 100644
--- a/nerfstudio/models/vanilla_nerf.py
+++ b/nerfstudio/models/vanilla_nerf.py
@@ -23,8 +23,8 @@ from typing import Any, Dict, List, Tuple, Type
 
 import torch
 from torch.nn import Parameter
-from torchmetrics import PeakSignalNoiseRatio
 from torchmetrics.functional import structural_similarity_index_measure
+from torchmetrics.image import PeakSignalNoiseRatio
 from torchmetrics.image.lpip import LearnedPerceptualImagePatchSimilarity
 
 from nerfstudio.cameras.rays import RayBundle
diff --git a/pyproject.toml b/pyproject.toml
index e4de87116..804dab015 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,7 +50,7 @@ dependencies = [
     "tensorboard>=2.13.0",
     "torch>=1.13.1",
     "torchvision>=0.14.1",
-    "torchmetrics[image]>=0.9.3",
+    "torchmetrics[image]>=1.0.1",
     "typing_extensions>=4.4.0",
     "viser>=0.0.12",
     "nuscenes-devkit>=1.1.1",