diff --git a/pl_bolts/callbacks/ssl_online.py b/pl_bolts/callbacks/ssl_online.py
index 31998d7875..5e2f01ad57 100644
--- a/pl_bolts/callbacks/ssl_online.py
+++ b/pl_bolts/callbacks/ssl_online.py
@@ -2,10 +2,10 @@
 
 import torch
 from pytorch_lightning import Callback, LightningModule, Trainer
-from pytorch_lightning.metrics.functional import accuracy
 from torch import device, Tensor
 from torch.nn import functional as F
 from torch.optim import Optimizer
+from torchmetrics.functional import accuracy
 
 
 class SSLOnlineEvaluator(Callback):  # pragma: no cover
diff --git a/pl_bolts/models/regression/logistic_regression.py b/pl_bolts/models/regression/logistic_regression.py
index b262709f1c..21178f5e17 100644
--- a/pl_bolts/models/regression/logistic_regression.py
+++ b/pl_bolts/models/regression/logistic_regression.py
@@ -2,12 +2,12 @@
 
 import pytorch_lightning as pl
 import torch
-from pytorch_lightning.metrics.functional import accuracy
 from torch import nn
 from torch.nn import functional as F
 from torch.nn.functional import softmax
 from torch.optim import Adam
 from torch.optim.optimizer import Optimizer
+from torchmetrics.functional import accuracy
 
 
 class LogisticRegression(pl.LightningModule):
diff --git a/pl_bolts/models/self_supervised/ssl_finetuner.py b/pl_bolts/models/self_supervised/ssl_finetuner.py
index cd8db83f61..fbac4e70f3 100644
--- a/pl_bolts/models/self_supervised/ssl_finetuner.py
+++ b/pl_bolts/models/self_supervised/ssl_finetuner.py
@@ -2,8 +2,8 @@
 
 import pytorch_lightning as pl
 import torch
-from pytorch_lightning.metrics import Accuracy
 from torch.nn import functional as F
+from torchmetrics import Accuracy
 
 from pl_bolts.models.self_supervised import SSLEvaluator
 
diff --git a/requirements.txt b/requirements.txt
index dbb435e71b..55acd2a55e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,2 +1,3 @@
 torch>=1.6
+torchmetrics>=0.2.0
 pytorch-lightning>=1.1.1
\ No newline at end of file