diff --git a/src/core/cpu/kernels/CpuActivationKernel.h b/src/core/cpu/kernels/CpuActivationKernel.h
index 083915b..e49171b 100644
--- a/src/core/cpu/kernels/CpuActivationKernel.h
+++ b/src/core/cpu/kernels/CpuActivationKernel.h
@@ -39,7 +39,7 @@
 public:
     CpuActivationKernel() = default;
     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuActivationKernel);
-    /** Set the input and output tensor.
+    /** Configure kernel for a given list of arguments
      *
      * @note If the output tensor is a nullptr, the activation function will be performed in-place
      *
diff --git a/src/core/cpu/kernels/CpuCopyKernel.cpp b/src/core/cpu/kernels/CpuCopyKernel.cpp
new file mode 100644
index 0000000..8ec354b
--- /dev/null
+++ b/src/core/cpu/kernels/CpuCopyKernel.cpp
@@ -0,0 +1,166 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "src/core/cpu/kernels/CpuCopyKernel.h"
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/ITensor.h"
+#include "arm_compute/core/TensorInfo.h"
+#include "arm_compute/core/Validate.h"
+#include "arm_compute/core/Window.h"
+#include "arm_compute/core/utils/misc/ShapeCalculator.h"
+#include "src/core/helpers/AutoConfiguration.h"
+#include "src/core/helpers/WindowHelpers.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+namespace
+{
+Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const PaddingList &padding = PaddingList())
+{
+    ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst);
+    ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN);
+    ARM_COMPUTE_RETURN_ERROR_ON(padding.size() > 4);
+
+    // Validate destination if initialized
+    if(dst->total_size() != 0)
+    {
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(misc::shape_calculator::compute_padded_shape(src->tensor_shape(), padding), dst->tensor_shape());
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst);
+    }
+
+    return Status{};
+}
+
+std::pair<Status, Window> validate_and_configure_window(const ITensorInfo *src, ITensorInfo *dst)
+{
+    // Destination auto inizialitation if not yet initialized
+    auto_init_if_empty(*dst, *src);
+    return std::make_pair(Status{}, calculate_max_window(*dst));
+}
+
+std::pair<Status, Window> validate_and_configure_window_with_padding(const ITensorInfo *src, ITensorInfo *dst, const PaddingList &padding)
+{
+    const TensorShape src_shape    = src->tensor_shape();
+    const TensorShape padded_shape = misc::shape_calculator::compute_padded_shape(src_shape, padding);
+    auto_init_if_empty(*dst, src->clone()->set_tensor_shape(padded_shape));
+    // Configure window
+    const Window win = calculate_max_window(*dst, dst->dimension(0));
+    return std::make_pair(Status{}, win);
+}
+
+} // namespace
+
+void CpuCopyKernel::configure(const ITensorInfo *src, ITensorInfo *dst, const PaddingList &padding)
+{
+    ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
+    ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, padding));
+
+    _padding = padding;
+
+    std::pair<Status, Window> win_config;
+    if(padding.empty())
+    {
+        win_config = validate_and_configure_window(src, dst);
+    }
+    else
+    {
+        win_config = validate_and_configure_window_with_padding(src, dst, padding);
+    }
+
+    ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
+    ICpuKernel::configure(win_config.second);
+}
+
+Status CpuCopyKernel::validate(const arm_compute::ITensorInfo *src, const arm_compute::ITensorInfo *dst, const PaddingList &padding)
+{
+    ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, padding));
+
+    if(padding.empty())
+    {
+        ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(src->clone().get(), dst->clone().get()).first);
+    }
+    else
+    {
+        ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window_with_padding(src->clone().get(), dst->clone().get(), padding).first);
+    }
+
+    return Status{};
+}
+
+void CpuCopyKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info)
+{
+    ARM_COMPUTE_UNUSED(info);
+    ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+    ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window);
+
+    const auto src = tensors.get_const_tensor(TensorType::ACL_SRC);
+    auto       dst = tensors.get_tensor(TensorType::ACL_DST);
+
+    if(_padding.empty())
+    {
+        Window dst_window{ window };
+        dst_window.set(Window::DimX, Window::Dimension(dst_window.x().start(), dst_window.x().end(), src->info()->dimension(0)));
+        Window out_slice = dst_window.first_slice_window_1D();
+        do
+        {
+            Iterator src_it(src, out_slice);
+            Iterator dst_it(dst, out_slice);
+
+            execute_window_loop(out_slice, [&](const Coordinates &)
+            {
+                memcpy(dst_it.ptr(), src_it.ptr(), dst->info()->dimension(0) * dst->info()->element_size());
+            },
+            src_it, dst_it);
+        }
+        while(dst_window.slide_window_slice_1D(out_slice));
+    }
+    else
+    {
+        Window src_window{ window };
+        src_window.set(Window::DimX, Window::Dimension(0, window.x().end() - _padding[0].first, src->info()->dimension(0)));
+
+        Iterator     src_it(src, src_window);
+        Iterator     dst_it(dst, window);
+        const size_t row_size_in_bytes = src->info()->dimension(0) * src->info()->element_size();
+        execute_window_loop(window, [&](const Coordinates &)
+        {
+            auto dst_ptr = dst_it.ptr() + _padding[0].first * dst->info()->element_size();
+            std::memcpy(dst_ptr, src_it.ptr(), row_size_in_bytes);
+        },
+        src_it, dst_it);
+    }
+}
+
+const char *CpuCopyKernel::name() const
+{
+    return "CpuCopyKernel";
+}
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
diff --git a/src/core/cpu/kernels/CpuCopyKernel.h b/src/core/cpu/kernels/CpuCopyKernel.h
new file mode 100644
index 0000000..7e33bf4
--- /dev/null
+++ b/src/core/cpu/kernels/CpuCopyKernel.h
@@ -0,0 +1,69 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_CPU_COPY_KERNEL_H
+#define ARM_COMPUTE_CPU_COPY_KERNEL_H
+
+#include "src/core/common/Macros.h"
+#include "src/core/cpu/ICpuKernel.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+/** Kernel to perform a copy between two tensors */
+class CpuCopyKernel : public ICpuKernel
+{
+public:
+    CpuCopyKernel() = default;
+    ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuCopyKernel);
+    /** Configure kernel for a given list of arguments
+     *
+     * @param[in]  src     Source tensor. Data types supported: All
+     * @param[out] dst     Destination tensor. Data types supported: same as @p src.
+     * @param[in]  padding (Optional) Padding to be applied to the input tensor
+     */
+    void configure(const ITensorInfo *src, ITensorInfo *dst, const PaddingList &padding = PaddingList());
+    /** Static function to check if given info will lead to a valid configuration of @ref CpuCopyKernel
+     *
+     * @param[in] srd     Source tensor. Data types supported: All
+     * @param[in] dst     Destination tensor. Data types supported: same as @p src.
+     * @param[in] padding (Optional) Padding to be applied to the input tensor
+     *
+     * @return a status
+     */
+    static Status validate(const ITensorInfo *src, const ITensorInfo *dst, const PaddingList &padding = PaddingList());
+
+    // Inherited methods overridden:
+    void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
+    const char *name() const override;
+
+private:
+    PaddingList _padding{};
+};
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_CPU_COPY_KERNEL_H */
diff --git a/src/core/cpu/kernels/CpuFillKernel.cpp b/src/core/cpu/kernels/CpuFillKernel.cpp
new file mode 100644
index 0000000..d2280db
--- /dev/null
+++ b/src/core/cpu/kernels/CpuFillKernel.cpp
@@ -0,0 +1,91 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "src/core/cpu/kernels/CpuFillKernel.h"
+
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/ITensor.h"
+#include "arm_compute/core/Utils.h"
+#include "arm_compute/core/Validate.h"
+#include "arm_compute/core/Window.h"
+#include "src/core/AccessWindowStatic.h"
+#include "src/core/helpers/AutoConfiguration.h"
+#include "src/core/helpers/WindowHelpers.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+void CpuFillKernel::configure(const ITensorInfo *tensor, const PixelValue &constant_value)
+{
+    ARM_COMPUTE_ERROR_ON_NULLPTR(tensor);
+    _constant_value = constant_value;
+
+    // Configure kernel window
+    Window win = calculate_max_window(*tensor, Steps());
+    ICpuKernel::configure(win);
+}
+
+void CpuFillKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info)
+{
+    ARM_COMPUTE_UNUSED(info);
+    ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+    ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window);
+
+    auto inout = tensors.get_tensor(TensorType::ACL_SRC_DST);
+
+    // Collapse all the batches on the third dimension
+    bool   has_collapsed = true;
+    Window collapsed     = window.collapse_if_possible(window, Window::DimZ, &has_collapsed);
+    ARM_COMPUTE_ERROR_ON(!has_collapsed);
+
+    uint8_t *const start_valid_region = inout->ptr_to_element(inout->info()->valid_region().anchor);
+    const auto     window_width       = static_cast<int>(collapsed.x().end()) - static_cast<int>(collapsed.x().start());
+    const size_t   element_size       = inout->info()->element_size();
+
+    // Unroll X dimension
+    collapsed.set(Window::DimX, Window::Dimension(0, 1, 1));
+
+    Iterator tensor_it(inout, collapsed);
+    execute_window_loop(collapsed, [&](const Coordinates &)
+    {
+        uint8_t *base_addr = start_valid_region + tensor_it.offset();
+        // Set memory
+        for(int i = 0; i < window_width; ++i)
+        {
+            std::memcpy(base_addr + i * element_size, &_constant_value.value, element_size);
+        }
+
+    },
+    tensor_it);
+}
+
+const char *CpuFillKernel::name() const
+{
+    return "CpuFillKernel";
+}
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
diff --git a/src/core/cpu/kernels/CpuFillKernel.h b/src/core/cpu/kernels/CpuFillKernel.h
new file mode 100644
index 0000000..9afdee4
--- /dev/null
+++ b/src/core/cpu/kernels/CpuFillKernel.h
@@ -0,0 +1,60 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_CPU_FILL_KERNEL_H
+#define ARM_COMPUTE_CPU_FILL_KERNEL_H
+
+#include "arm_compute/core/PixelValue.h"
+#include "src/core/common/Macros.h"
+#include "src/core/cpu/ICpuKernel.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+/** Kernel for filling a tensor with a given constant value */
+class CpuFillKernel : public ICpuKernel
+{
+public:
+    CpuFillKernel() = default;
+    ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuFillKernel);
+    /** Configure kernel for a given list of arguments
+     *
+     * @param[in,out] tensor         Tensor to fill. Supported data types: All
+     * @param[in]     constant_value The value used to fill the planes of the tensor
+     */
+    void configure(const ITensorInfo *tensor, const PixelValue &constant_value);
+
+    // Inherited methods overridden:
+    void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
+    const char *name() const override;
+
+private:
+    PixelValue _constant_value{};
+};
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_CPU_FILL_KERNEL_H */
diff --git a/src/core/cpu/kernels/CpuFloorKernel.h b/src/core/cpu/kernels/CpuFloorKernel.h
index 25d78c7..2680871 100644
--- a/src/core/cpu/kernels/CpuFloorKernel.h
+++ b/src/core/cpu/kernels/CpuFloorKernel.h
@@ -39,7 +39,7 @@
 public:
     CpuFloorKernel() = default;
     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuFloorKernel);
-    /** Set the source, destination of the kernel
+    /** Configure kernel for a given list of arguments
      *
      * @param[in]  src Source tensor. Data type supported: F16/F32.
      * @param[out] dst Destination tensor. Same as @p src
diff --git a/src/core/cpu/kernels/CpuPermuteKernel.cpp b/src/core/cpu/kernels/CpuPermuteKernel.cpp
new file mode 100644
index 0000000..e3055f5
--- /dev/null
+++ b/src/core/cpu/kernels/CpuPermuteKernel.cpp
@@ -0,0 +1,304 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "src/core/cpu/kernels/CpuPermuteKernel.h"
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/ITensor.h"
+#include "arm_compute/core/TensorInfo.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/core/Validate.h"
+#include "arm_compute/core/utils/misc/ShapeCalculator.h"
+#include "src/core/helpers/AutoConfiguration.h"
+#include "src/core/helpers/WindowHelpers.h"
+
+namespace
+{
+#include "src/core/NEON/kernels/convolution/common/shims.hpp"
+} // namespace
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+namespace
+{
+inline bool is_permutation_supported(const PermutationVector &v)
+{
+    static const std::array<PermutationVector, 2> permutations2 =
+    {
+        {
+            PermutationVector(0U, 1U),
+            PermutationVector(1U, 0U),
+        }
+    };
+    static const std::array<PermutationVector, 6> permutations3 =
+    {
+        {
+            PermutationVector(2U, 0U, 1U),
+            PermutationVector(1U, 2U, 0U),
+            PermutationVector(0U, 1U, 2U),
+            PermutationVector(0U, 2U, 1U),
+            PermutationVector(1U, 0U, 2U),
+            PermutationVector(2U, 1U, 0U),
+        }
+    };
+    static const std::array<PermutationVector, 24> permutations4 =
+    {
+        {
+            PermutationVector(0U, 1U, 2U, 3U),
+            PermutationVector(1U, 0U, 2U, 3U),
+            PermutationVector(2U, 0U, 1U, 3U),
+            PermutationVector(0U, 2U, 1U, 3U),
+            PermutationVector(1U, 2U, 0U, 3U),
+            PermutationVector(2U, 1U, 0U, 3U),
+            PermutationVector(2U, 1U, 3U, 0U),
+            PermutationVector(1U, 2U, 3U, 0U),
+            PermutationVector(3U, 2U, 1U, 0U),
+            PermutationVector(2U, 3U, 1U, 0U),
+            PermutationVector(1U, 3U, 2U, 0U),
+            PermutationVector(3U, 1U, 2U, 0U),
+            PermutationVector(3U, 0U, 2U, 1U),
+            PermutationVector(0U, 3U, 2U, 1U),
+            PermutationVector(2U, 3U, 0U, 1U),
+            PermutationVector(3U, 2U, 0U, 1U),
+            PermutationVector(0U, 2U, 3U, 1U),
+            PermutationVector(2U, 0U, 3U, 1U),
+            PermutationVector(1U, 0U, 3U, 2U),
+            PermutationVector(0U, 1U, 3U, 2U),
+            PermutationVector(3U, 1U, 0U, 2U),
+            PermutationVector(1U, 3U, 0U, 2U),
+            PermutationVector(0U, 3U, 1U, 2U),
+            PermutationVector(3U, 0U, 1U, 2U)
+        }
+    };
+
+    return (permutations2.end() != std::find(permutations2.begin(), permutations2.end(), v)) || (permutations3.end() != std::find(permutations3.begin(), permutations3.end(), v))
+           || (permutations4.end() != std::find(permutations4.begin(), permutations4.end(), v));
+}
+
+Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const PermutationVector &perm)
+{
+    ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN);
+    ARM_COMPUTE_RETURN_ERROR_ON_MSG(!is_permutation_supported(perm), "PermutationVector not supported.");
+
+    const TensorShape dst_shape = misc::shape_calculator::compute_permutation_output_shape(*src, perm);
+
+    // Validate configured destination
+    if(dst->total_size() != 0)
+    {
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(dst->tensor_shape(), dst_shape);
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(src, dst);
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst);
+    }
+
+    return Status{};
+}
+
+template <typename T>
+void run_permute(const Window &window, const ITensor *src, const ITensor *dst, const PermutationVector &perm)
+{
+    const DataLayout src_layout = src->info()->data_layout();
+
+    // Source window
+    Window window_src = window;
+
+    // we only support these two configs in src/core/NEON/kernels/convolution/common/shims.hpp, for all others
+    // we have to fall back to C++
+    if((src_layout == DataLayout::NCHW && perm == PermutationVector{ 2U, 0U, 1U }) || (src_layout == DataLayout::NHWC && perm == PermutationVector{ 1U, 2U, 0U }))
+    {
+        window_src.set(Window::DimX, Window::Dimension(window.x().start(), window.x().end(), window.x().end() - window.x().start()));
+        window_src.set(Window::DimY, Window::Dimension(window.y().start(), window.y().end(), window.y().end() - window.y().start()));
+        window_src.set(Window::DimZ, Window::Dimension(window.z().start(), window.z().end(), window.z().end() - window.z().start()));
+        window_src.set(3, Window::Dimension(window[3].start(), window[3].end(), window[3].end() - window[3].start()));
+    }
+
+    // Destination window
+    Window                  window_dst(window);
+    const Window::Dimension zero_window = Window::Dimension(0, 0, 0);
+    for(size_t d = 0; d <= dst->info()->num_dimensions(); ++d)
+    {
+        window_dst.set(d, zero_window);
+    }
+
+    // Create iterators
+    Iterator src_it(src, window_src);
+    Iterator dst_it(dst, window_dst);
+
+    int in_row_stride     = 0;
+    int in_col_stride     = 0;
+    int in_channel_stride = 0;
+    int in_batch_stride   = 0;
+    int n_cols            = 0;
+    int n_rows            = 0;
+    int n_channels        = 0;
+    int n_batches         = 0;
+
+    switch(src_layout)
+    {
+        case DataLayout::NCHW:
+        {
+            in_row_stride     = src->info()->strides_in_bytes().y() / sizeof(T);
+            in_channel_stride = src->info()->strides_in_bytes().z() / sizeof(T);
+            in_batch_stride   = src->info()->strides_in_bytes()[3] / sizeof(T);
+            n_cols            = src->info()->tensor_shape().x();
+            n_rows            = window_src.y().step();
+            n_channels        = src->info()->tensor_shape().z();
+            n_batches         = src->info()->tensor_shape()[3];
+            break;
+        }
+        case DataLayout::NHWC:
+        {
+            in_col_stride   = src->info()->strides_in_bytes().y() / sizeof(T);
+            in_row_stride   = src->info()->strides_in_bytes().z() / sizeof(T);
+            in_batch_stride = src->info()->strides_in_bytes()[3] / sizeof(T);
+            n_channels      = src->info()->tensor_shape().x();
+            n_cols          = window_src.y().step();
+            n_rows          = src->info()->tensor_shape().z();
+            n_batches       = src->info()->tensor_shape()[3];
+            break;
+        }
+        default:
+        {
+            ARM_COMPUTE_ERROR("Invalid source data layout.");
+            break;
+        }
+    }
+
+    // CHW -> HWC
+    if(src_layout == DataLayout::NCHW && perm == PermutationVector{ 2U, 0U, 1U })
+    {
+        const int out_channel_stride = dst->info()->strides_in_bytes().x() / sizeof(T);
+        const int out_col_stride     = dst->info()->strides_in_bytes().y() / sizeof(T);
+        const int out_row_stride     = dst->info()->strides_in_bytes().z() / sizeof(T);
+        const int out_batch_stride   = dst->info()->strides_in_bytes()[3] / sizeof(T);
+        execute_window_loop(window_src, [&](const Coordinates & id)
+        {
+            const int idx = id[0] * out_col_stride + id[1] * out_row_stride + id[2] * out_channel_stride;
+            reorder::nchw_to_nhwc(reinterpret_cast<const T *>(src_it.ptr()), reinterpret_cast<T *>(dst_it.ptr()) + idx,
+                                  n_batches, n_channels, n_rows, n_cols,
+                                  in_batch_stride, in_channel_stride, in_row_stride,
+                                  out_batch_stride, out_row_stride, out_col_stride);
+        },
+        src_it, dst_it);
+    }
+    // HWC -> CHW
+    else if(src_layout == DataLayout::NHWC && perm == PermutationVector{ 1U, 2U, 0U })
+    {
+        const int out_col_stride     = dst->info()->strides_in_bytes().x() / sizeof(T);
+        const int out_row_stride     = dst->info()->strides_in_bytes().y() / sizeof(T);
+        const int out_channel_stride = dst->info()->strides_in_bytes().z() / sizeof(T);
+        const int out_batch_stride   = dst->info()->strides_in_bytes()[3] / sizeof(T);
+        execute_window_loop(window_src, [&](const Coordinates & id)
+        {
+            const int idx = id[0] * out_channel_stride + id[1] * out_col_stride + id[2] * out_row_stride;
+            reorder::nhwc_to_nchw(reinterpret_cast<const T *>(src_it.ptr()), reinterpret_cast<T *>(dst_it.ptr()) + idx,
+                                  n_batches, n_rows, n_cols, n_channels,
+                                  in_batch_stride, in_row_stride, in_col_stride,
+                                  out_batch_stride, out_channel_stride, out_row_stride);
+        },
+        src_it, dst_it);
+    }
+    else
+    {
+        // All other cases fall back to C++
+        // Permute strides
+        Strides strides      = dst->info()->strides_in_bytes();
+        Strides perm_strides = strides;
+        permute_strides(perm_strides, perm);
+        const int perm_stride_3 = src->info()->num_dimensions() >= 4 ? perm_strides[3] : 0;
+        execute_window_loop(window, [&](const Coordinates & id)
+        {
+            const int idx                                = id[0] * perm_strides[0] + id[1] * perm_strides[1] + id[2] * perm_strides[2] + id[3] * perm_stride_3;
+            *(reinterpret_cast<T *>(dst_it.ptr() + idx)) = *(reinterpret_cast<const T *>(src_it.ptr()));
+        },
+        src_it, dst_it);
+    }
+}
+} // namespace
+
+void CpuPermuteKernel::configure(const ITensorInfo *src, ITensorInfo *dst, const PermutationVector &perm)
+{
+    ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
+    const TensorShape dst_shape = misc::shape_calculator::compute_permutation_output_shape(*src, perm);
+    // Destination auto inizialitation if not yet initialized
+    auto_init_if_empty(*dst, src->clone()->set_tensor_shape(dst_shape));
+
+    // Perform validation step
+    ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, perm));
+
+    _perm = perm;
+
+    // Configure kernel window
+    Window win = calculate_max_window(*src, Steps());
+
+    // The NEPermute doesn't need padding so update_window_and_padding() can be skipped
+    Coordinates coord;
+    coord.set_num_dimensions(dst->num_dimensions());
+    dst->set_valid_region(ValidRegion(coord, dst->tensor_shape()));
+
+    ICpuKernel::configure(win);
+}
+
+Status CpuPermuteKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const PermutationVector &perm)
+{
+    ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, perm));
+    return Status{};
+}
+
+void CpuPermuteKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info)
+{
+    ARM_COMPUTE_UNUSED(info);
+    ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+    ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window);
+
+    const auto src = tensors.get_const_tensor(TensorType::ACL_SRC);
+    auto       dst = tensors.get_tensor(TensorType::ACL_DST);
+
+    switch(src->info()->element_size())
+    {
+        case 1:
+            run_permute<uint8_t>(window, src, dst, _perm);
+            break;
+        case 2:
+            run_permute<uint16_t>(window, src, dst, _perm);
+            break;
+        case 4:
+            run_permute<uint32_t>(window, src, dst, _perm);
+            break;
+        default:
+            ARM_COMPUTE_ERROR("Element size not supported");
+            break;
+    }
+}
+
+const char *CpuPermuteKernel::name() const
+{
+    return "CpuPermuteKernel";
+}
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
diff --git a/src/core/cpu/kernels/CpuPermuteKernel.h b/src/core/cpu/kernels/CpuPermuteKernel.h
new file mode 100644
index 0000000..9c59d5b
--- /dev/null
+++ b/src/core/cpu/kernels/CpuPermuteKernel.h
@@ -0,0 +1,73 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_CPU_PERMUTE_KERNEL_H
+#define ARM_COMPUTE_CPU_PERMUTE_KERNEL_H
+
+#include "src/core/common/Macros.h"
+#include "src/core/cpu/ICpuKernel.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+/** Kernel to perform tensor permutation given a permutation vector */
+class CpuPermuteKernel : public ICpuKernel
+{
+public:
+    CpuPermuteKernel() = default;
+    ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuPermuteKernel);
+    /** Configure kernel for a given list of arguments
+     *
+     * @note Arbitrary permutation vectors are supported with rank not greater than 4
+     *
+     * @param[in]  src  Srouce tensor to permute. Data types supported: All
+     * @param[out] dst  Destination tensor. Data types supported: Same as @p src
+     * @param[in]  perm Permutation vector
+     */
+    void configure(const ITensorInfo *src, ITensorInfo *dst, const PermutationVector &perm);
+    /** Static function to check if given info will lead to a valid configuration of @ref CpuPermuteKernel
+     *
+     * @note Arbitrary permutation vectors are supported with rank not greater than 4
+     *
+     * @param[in] src  Source tensor to permute. Data types supported: All
+     * @param[in] dst  Destination tensor. Data types supported: Same as @p src
+     * @param[in] perm Permutation vector
+     *
+     * @return a status
+     */
+    static Status validate(const ITensorInfo *src, const ITensorInfo *dst, const PermutationVector &perm);
+
+    // Inherited methods overridden:
+    void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
+    const char *name() const override;
+
+private:
+    PermutationVector _perm{};
+};
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_CPU_PERMUTE_KERNEL_H */
diff --git a/src/core/cpu/kernels/CpuReshapeKernel.cpp b/src/core/cpu/kernels/CpuReshapeKernel.cpp
new file mode 100644
index 0000000..068f5d0
--- /dev/null
+++ b/src/core/cpu/kernels/CpuReshapeKernel.cpp
@@ -0,0 +1,141 @@
+/*
+ * Copyright (c) 2017-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "src/core/cpu/kernels/CpuReshapeKernel.h"
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/IAccessWindow.h"
+#include "arm_compute/core/ITensor.h"
+#include "arm_compute/core/TensorInfo.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/core/Validate.h"
+#include "src/core/AccessWindowStatic.h"
+#include "src/core/CPP/Validate.h"
+#include "src/core/NEON/INEKernel.h"
+#include "src/core/helpers/AutoConfiguration.h"
+#include "src/core/helpers/WindowHelpers.h"
+
+#include <cstdint>
+
+/** [NEReshapeLayerKernel Kernel] **/
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+namespace
+{
+Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst)
+{
+    ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst);
+    // Note: ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(src) is not needed here as this kernel doesn't use NEON FP16 instructions.
+    ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN);
+
+    ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst);
+    ARM_COMPUTE_RETURN_ERROR_ON(src->tensor_shape().total_size() != dst->tensor_shape().total_size());
+    ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(src, dst);
+
+    return Status{};
+}
+
+template <typename T>
+inline void reshape_tensor(const Window &window, const ITensor *src, ITensor *dst)
+{
+    const TensorShape &src_shape = src->info()->tensor_shape();
+    const TensorShape &dst_shape = dst->info()->tensor_shape();
+    Coordinates        dst_coord{};
+
+    Iterator src_it(src, window);
+
+    execute_window_loop(window, [&](const Coordinates & id)
+    {
+        dst_coord                                              = index2coords(dst_shape, coords2index(src_shape, id));
+        *reinterpret_cast<T *>(dst->ptr_to_element(dst_coord)) = *reinterpret_cast<T *>(src_it.ptr());
+    },
+    src_it);
+}
+} // namespace
+
+void CpuReshapeKernel::configure(const ITensorInfo *src, ITensorInfo *dst)
+{
+    ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
+    ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst));
+
+    // Configure kernel window
+    Window win = calculate_max_window(*src);
+
+    // Set the destination valid region
+    dst->set_valid_region(ValidRegion(Coordinates(), dst->tensor_shape()));
+
+    ICpuKernel::configure(win);
+}
+
+Status CpuReshapeKernel::validate(const ITensorInfo *src, const ITensorInfo *dst)
+{
+    ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst));
+
+    return Status{};
+}
+
+void CpuReshapeKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info)
+{
+    ARM_COMPUTE_UNUSED(info);
+    ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+    ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window);
+
+    const auto src = tensors.get_const_tensor(TensorType::ACL_SRC);
+    auto       dst = tensors.get_tensor(TensorType::ACL_DST);
+
+    switch(src->info()->data_type())
+    {
+        case DataType::U8:
+        case DataType::S8:
+        case DataType::QASYMM8:
+        case DataType::QASYMM8_SIGNED:
+            reshape_tensor<uint8_t>(window, src, dst);
+            break;
+        case DataType::U16:
+        case DataType::S16:
+        case DataType::F16:
+            reshape_tensor<uint16_t>(window, src, dst);
+            break;
+        case DataType::U32:
+        case DataType::S32:
+        case DataType::F32:
+            reshape_tensor<uint32_t>(window, src, dst);
+            break;
+        default:
+            ARM_COMPUTE_ERROR("Unsupported data type!");
+    }
+}
+
+const char *CpuReshapeKernel::name() const
+{
+    return "CpuReshapeKernel";
+}
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
+/** [NEReshapeLayerKernel Kernel] **/
diff --git a/src/core/cpu/kernels/CpuReshapeKernel.h b/src/core/cpu/kernels/CpuReshapeKernel.h
new file mode 100644
index 0000000..add6782
--- /dev/null
+++ b/src/core/cpu/kernels/CpuReshapeKernel.h
@@ -0,0 +1,65 @@
+/*
+ * Copyright (c) 2017-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_CPU_RESHAPE_KERNEL_H
+#define ARM_COMPUTE_CPU_RESHAPE_KERNEL_H
+
+#include "src/core/common/Macros.h"
+#include "src/core/cpu/ICpuKernel.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+/** Interface for the kernel to perform tensor reshaping */
+class CpuReshapeKernel : public ICpuKernel
+{
+public:
+    CpuReshapeKernel() = default;
+    ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuReshapeKernel);
+    /** Configure kernel for a given list of arguments
+     *
+     * @param[in]  src Source tensor info. Data type supported: All
+     * @param[out] dst Destination tensor info. Data type supported: Same as @p input
+     */
+    void configure(const ITensorInfo *src, ITensorInfo *dst);
+
+    /** Static function to check if given info will lead to a valid configuration of @ref CpuReshapeKernel
+     *
+     * @param[in] src Source tensor info. Data type supported: All
+     * @param[in] dst Destination tensor info. Data type supported: Same as @p src
+     *
+     * @return a status
+     */
+    static Status validate(const ITensorInfo *src, const ITensorInfo *dst);
+
+    // Inherited methods overridden:
+    void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
+    const char *name() const override;
+};
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_CPU_RESHAPE_KERNEL_H */