diff --git a/.circleci/config.yml b/.circleci/config.yml
index d874755824c..5d9794a53b0 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -580,7 +580,7 @@ jobs:
             fi
             conda create ${CONDA_CHANNEL_FLAGS} -yn python${PYTHON_VERSION} python=${PYTHON_VERSION}
             conda activate python${PYTHON_VERSION}
-            conda install Pillow
+            conda install Pillow>=5.3.0
             conda install -v -y -c pytorch-nightly pytorch
             conda install -v -y $(ls ~/workspace/torchvision*.tar.bz2)
       - run:
diff --git a/.circleci/config.yml.in b/.circleci/config.yml.in
index 8f15657ea94..6ef1372e184 100644
--- a/.circleci/config.yml.in
+++ b/.circleci/config.yml.in
@@ -580,7 +580,7 @@ jobs:
             fi
             conda create ${CONDA_CHANNEL_FLAGS} -yn python${PYTHON_VERSION} python=${PYTHON_VERSION}
             conda activate python${PYTHON_VERSION}
-            conda install Pillow
+            conda install Pillow>=5.3.0
             conda install -v -y -c pytorch-nightly pytorch
             conda install -v -y $(ls ~/workspace/torchvision*.tar.bz2)
       - run:
diff --git a/.circleci/smoke_test/docker/Dockerfile b/.circleci/smoke_test/docker/Dockerfile
index b6f25645620..e2227cf5e8b 100644
--- a/.circleci/smoke_test/docker/Dockerfile
+++ b/.circleci/smoke_test/docker/Dockerfile
@@ -30,7 +30,7 @@ RUN conda create -y --name python3.7 python=3.7
 RUN conda create -y --name python3.8 python=3.8
 SHELL [ "/bin/bash", "-c" ]
 RUN echo "source /usr/local/etc/profile.d/conda.sh" >> ~/.bashrc
-RUN source /usr/local/etc/profile.d/conda.sh && conda activate python3.6 && conda install -y Pillow
-RUN source /usr/local/etc/profile.d/conda.sh && conda activate python3.7 && conda install -y Pillow
-RUN source /usr/local/etc/profile.d/conda.sh && conda activate python3.8 && conda install -y Pillow
+RUN source /usr/local/etc/profile.d/conda.sh && conda activate python3.6 && conda install -y Pillow>=5.3.0
+RUN source /usr/local/etc/profile.d/conda.sh && conda activate python3.7 && conda install -y Pillow>=5.3.0
+RUN source /usr/local/etc/profile.d/conda.sh && conda activate python3.8 && conda install -y Pillow>=5.3.0
 CMD [ "/bin/bash"]
diff --git a/.circleci/unittest/linux/scripts/environment.yml b/.circleci/unittest/linux/scripts/environment.yml
index 5ddc862c869..710c4829a20 100644
--- a/.circleci/unittest/linux/scripts/environment.yml
+++ b/.circleci/unittest/linux/scripts/environment.yml
@@ -14,6 +14,6 @@ dependencies:
   - ca-certificates
   - pip:
     - future
-    - pillow>=4.1.1
+    - pillow >=5.3.0
     - scipy
     - av
diff --git a/.circleci/unittest/linux/scripts/install.sh b/.circleci/unittest/linux/scripts/install.sh
index f05c4b59962..7058e4d7095 100755
--- a/.circleci/unittest/linux/scripts/install.sh
+++ b/.circleci/unittest/linux/scripts/install.sh
@@ -29,7 +29,7 @@ conda install -y -c "pytorch-${UPLOAD_CHANNEL}" -c conda-forge "pytorch-${UPLOAD
 if [ $PYTHON_VERSION == "3.6" ]; then
     printf "Installing minimal PILLOW version\n"
     # Install the minimal PILLOW version. Otherwise, let setup.py install the latest
-    pip install pillow==5.3.0
+    pip install pillow>=5.3.0
 fi
 
 printf "* Installing torchvision\n"
diff --git a/.circleci/unittest/windows/scripts/environment.yml b/.circleci/unittest/windows/scripts/environment.yml
index 1f9c38d82c0..fdc2fe68f64 100644
--- a/.circleci/unittest/windows/scripts/environment.yml
+++ b/.circleci/unittest/windows/scripts/environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - ca-certificates
   - pip:
     - future
-    - pillow>=4.1.1
+    - pillow >=5.3.0
     - scipy
     - av
     - dataclasses
diff --git a/.circleci/unittest/windows/scripts/install.sh b/.circleci/unittest/windows/scripts/install.sh
index 9c59dd33007..a90e88a71d4 100644
--- a/.circleci/unittest/windows/scripts/install.sh
+++ b/.circleci/unittest/windows/scripts/install.sh
@@ -31,7 +31,7 @@ conda install -y -c "pytorch-${UPLOAD_CHANNEL}" -c conda-forge "pytorch-${UPLOAD
 if [ $PYTHON_VERSION == "3.6" ]; then
     printf "Installing minimal PILLOW version\n"
     # Install the minimal PILLOW version. Otherwise, let setup.py install the latest
-    pip install pillow==5.3.0
+    pip install pillow>=5.3.0
 fi
 
 printf "* Installing torchvision\n"
diff --git a/packaging/build_cmake.sh b/packaging/build_cmake.sh
index da758f4b7dc..0945f576ee2 100755
--- a/packaging/build_cmake.sh
+++ b/packaging/build_cmake.sh
@@ -21,7 +21,7 @@ setup_conda_pytorch_constraint
 setup_conda_cudatoolkit_plain_constraint
 
 if [[ "$OSTYPE" == "msys" ]]; then
-    conda install -yq conda-build cmake pillow future
+    conda install -yq conda-build cmake pillow>=5.3.0 future
     pip install dataclasses
 fi
 
diff --git a/packaging/torchvision/meta.yaml b/packaging/torchvision/meta.yaml
index d25b00c042f..c9b6d04fdc7 100644
--- a/packaging/torchvision/meta.yaml
+++ b/packaging/torchvision/meta.yaml
@@ -52,7 +52,7 @@ test:
   requires:
     - pytest
     - scipy
-    - av >=8.0.1
+    - av
     # NOTE: Pinned to fix issues with size_t on Windows
     - jpeg <=9b
     - ca-certificates
diff --git a/torchvision/transforms/transforms.py b/torchvision/transforms/transforms.py
index 4e013227be1..1ec5bee0002 100644
--- a/torchvision/transforms/transforms.py
+++ b/torchvision/transforms/transforms.py
@@ -704,7 +704,6 @@ class RandomPerspective(torch.nn.Module):
             For backward compatibility integer values (e.g. ``PIL.Image.NEAREST``) are still acceptable.
         fill (sequence or number): Pixel fill value for the area outside the transformed
             image. Default is ``0``. If given a number, the value is used for all bands respectively.
-            If input is PIL Image, the options is only available for ``Pillow>=5.0.0``.
     """
 
     def __init__(self, distortion_scale=0.5, p=0.5, interpolation=InterpolationMode.BILINEAR, fill=0):
@@ -1216,7 +1215,6 @@ class RandomRotation(torch.nn.Module):
             Default is the center of the image.
         fill (sequence or number): Pixel fill value for the area outside the rotated
             image. Default is ``0``. If given a number, the value is used for all bands respectively.
-            If input is PIL Image, the options is only available for ``Pillow>=5.2.0``.
         resample (int, optional): deprecated argument and will be removed since v0.10.0.
             Please use the ``interpolation`` parameter instead.
 
@@ -1327,7 +1325,6 @@ class RandomAffine(torch.nn.Module):
             For backward compatibility integer values (e.g. ``PIL.Image.NEAREST``) are still acceptable.
         fill (sequence or number): Pixel fill value for the area outside the transformed
             image. Default is ``0``. If given a number, the value is used for all bands respectively.
-            If input is PIL Image, the options is only available for ``Pillow>=5.0.0``.
         fillcolor (sequence or number, optional): deprecated argument and will be removed since v0.10.0.
             Please use the ``fill`` parameter instead.
         resample (int, optional): deprecated argument and will be removed since v0.10.0.