diff --git a/src/core/NEON/NEKernels.h b/src/core/NEON/NEKernels.h
index 12a1bb9..75016b0 100644
--- a/src/core/NEON/NEKernels.h
+++ b/src/core/NEON/NEKernels.h
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2016-2022 Arm Limited.
+ * Copyright (c) 2016-2023 Arm Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -54,6 +54,7 @@
 #include "src/core/NEON/kernels/NEROIPoolingLayerKernel.h"
 #include "src/core/NEON/kernels/NERangeKernel.h"
 #include "src/core/NEON/kernels/NEReductionOperationKernel.h"
+#include "src/core/NEON/kernels/NEReorderKernel.h"
 #include "src/core/NEON/kernels/NEReorgLayerKernel.h"
 #include "src/core/NEON/kernels/NEReverseKernel.h"
 #include "src/core/NEON/kernels/NESelectKernel.h"
diff --git a/src/core/NEON/kernels/NEReorderKernel.cpp b/src/core/NEON/kernels/NEReorderKernel.cpp
new file mode 100644
index 0000000..c097456
--- /dev/null
+++ b/src/core/NEON/kernels/NEReorderKernel.cpp
@@ -0,0 +1,223 @@
+/*
+ * Copyright (c) 2023 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/NEON/kernels/NEReorderKernel.h"
+#include "src/common/utils/Log.h"
+#include "src/core/NEON/kernels/arm_gemm/transform.hpp"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/Validate.h"
+
+namespace arm_compute
+{
+
+void NEReorderKernel::run(const Window &window, const ThreadInfo &info)
+{
+    ARM_COMPUTE_UNUSED(info);
+    ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+    ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INEKernel::window(), window);
+    switch(_input->info()->data_type())
+    {
+        case DataType::F32:
+        {
+            const int ksize_rows_elements = _xmax * _ksize;
+            const int jump_rows = ksize_rows_elements * window.x().start();
+            const int k_start = window.x().start() * _ksize;
+            const int k_end = std::min(window.x().end() * _ksize, _kmax);
+            const int stride = _kmax;
+            if(k_start < k_end)
+            {
+
+                switch(_output_wf)
+                {
+                    case WeightFormat::OHWIo4:
+                    {
+                        arm_gemm::Transform<4, 1, true, arm_gemm::VLType::None>(reinterpret_cast<float *>(_output->buffer()) + jump_rows, reinterpret_cast<float *>(_input->buffer()), stride, k_start, k_end, 0, _xmax);
+                        break;
+                    }
+#if defined(ARM_COMPUTE_ENABLE_SVE)
+                    case WeightFormat::OHWIo8:
+                    {
+                        arm_gemm::Transform<1, 1, true, arm_gemm::VLType::SVE>(reinterpret_cast<float *>(_output->buffer()) + jump_rows, reinterpret_cast<float *>(_input->buffer()), stride, k_start, k_end, 0, _xmax);
+                        break;
+                    }
+#endif /* ARM_COMPUTE_ENABLE_SVE */
+                    default:
+                    {
+                        ARM_COMPUTE_ERROR("Unsupported data type!");
+                        break;
+                    }
+                }
+            }
+            break;
+        }
+        default:
+            ARM_COMPUTE_ERROR("Unsupported data type!");
+    }
+}
+
+NEReorderKernel::NEReorderKernel()
+    : _input(nullptr), _output(nullptr), _ksize(0), _kmax(0), _xmax(0), _input_wf(WeightFormat::ANY), _output_wf(WeightFormat::ANY)
+{
+}
+
+void NEReorderKernel::configure(const ITensor *input, ITensor *output, arm_compute::WeightFormat input_wf, arm_compute::WeightFormat output_wf)
+{
+    ARM_COMPUTE_LOG_PARAMS(input, output, input_wf, output_wf);
+    ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
+    ARM_COMPUTE_ERROR_THROW_ON(validate(input->info(), output->info(), input_wf, output_wf));
+
+    // Set variables
+    _input     = input;
+    _output    = output;
+    _input_wf  = input_wf;
+    _output_wf = output_wf;
+
+    // Setting parameters for transform
+    auto dims = input->info()->num_dimensions();
+    switch(dims)
+    {
+        case 2:
+        {
+            _xmax = input->info()->dimension(0); // Number of columns in input matrix
+            _kmax = input->info()->dimension(1); // Number of rows in input matrix
+            break;
+        }
+        case 4:
+        {
+            _xmax = input->info()->dimension(2); // Number of columns in input matrix
+            _kmax = input->info()->dimension(3); // Number of rows in input matrix
+            break;
+        }
+        default:
+        {
+            ARM_COMPUTE_ERROR("Only 2 or 4 dimensions supported.");
+        }
+    }
+
+    // Configure kernel window
+    // Window size is set by rows / _ksize
+    Window win;
+    int    window_size = 0;
+    switch(_output_wf)
+    {
+#if defined(ARM_COMPUTE_ENABLE_SVE)
+        case WeightFormat::OHWIo8:
+        {
+            _ksize      = 8;
+            window_size = _kmax / _ksize;
+            break;
+        }
+#endif /* ARM_COMPUTE_ENABLE_SVE */
+        case WeightFormat::OHWIo4:
+        {
+            _ksize      = 4;
+            window_size = _kmax / _ksize;
+            break;
+        }
+        default:
+        {
+            ARM_COMPUTE_ERROR("Unsupported weight format.");
+            break;
+        }
+    }
+    if(_kmax % _ksize != 0)
+    {
+        window_size += 1;
+    }
+
+    win.set(Window::DimX, Window::Dimension(0, window_size, 1));
+
+    INEKernel::configure(win);
+}
+
+Status NEReorderKernel::validate(const ITensorInfo *input, const ITensorInfo *output, arm_compute::WeightFormat input_wf, arm_compute::WeightFormat output_wf)
+{
+    ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output);
+    ARM_COMPUTE_RETURN_ERROR_ON(input->data_type() == DataType::UNKNOWN);
+    if(output->tensor_shape().total_size() != 0)
+    {
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
+        ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(input, output);
+        // Only input WeightFormat OHWI supported
+        ARM_COMPUTE_RETURN_ERROR_ON(input_wf != arm_compute::WeightFormat::OHWI);
+        int  input_x_dim;
+        int  input_k_dim;
+        int  output_x_dim;
+        int  output_k_dim;
+        auto dims = output->num_dimensions();
+        switch(dims)
+        {
+            case 2:
+            {
+                input_x_dim = input->dimension(0); // Number of columns in input matrix
+                input_k_dim = input->dimension(1); // Number of rows in input matrix
+                output_x_dim = output->dimension(0); // Number of columns in output matrix
+                output_k_dim = output->dimension(1); // Number of rows in output matrix
+                break;
+            }
+            case 4:
+            {
+                input_x_dim = input->dimension(2); // Number of columns in input matrix
+                input_k_dim = input->dimension(3); // Number of rows in input matrix
+                output_x_dim = output->dimension(2); // Number of columns in output matrix
+                output_k_dim = output->dimension(3); // Number of rows in output matrix
+                break;
+            }
+            default:
+            {
+                ARM_COMPUTE_RETURN_ERROR_MSG("Only 2 or 4 dimensions supported.");
+            }
+        }
+
+        int ksize;
+        switch(output_wf)
+        {
+            case WeightFormat::OHWIo8:
+            {
+                ksize = 8;
+                break;
+            }
+            case WeightFormat::OHWIo4:
+            {
+                ksize = 4;
+                break;
+            }
+            default:
+            {
+                ARM_COMPUTE_RETURN_ERROR_MSG("Unsupported weight format.");
+                break;
+            }
+        }
+
+        // output k_dim needs to be same as input but multiple of ksize
+        int32_t rnd_up_input_kdim = arm_compute::ceil_to_multiple<int32_t, int32_t>(input_k_dim, ksize);
+        ARM_COMPUTE_RETURN_ERROR_ON(rnd_up_input_kdim != output_k_dim);
+        // output x_dim needs to be same as input
+        ARM_COMPUTE_RETURN_ERROR_ON(input_x_dim != output_x_dim);
+
+    }
+    return Status{};
+}
+
+} // namespace arm_compute
diff --git a/src/core/NEON/kernels/NEReorderKernel.h b/src/core/NEON/kernels/NEReorderKernel.h
new file mode 100644
index 0000000..e744ff9
--- /dev/null
+++ b/src/core/NEON/kernels/NEReorderKernel.h
@@ -0,0 +1,93 @@
+/*
+ * Copyright (c) 2023 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 ACL_SRC_CORE_NEON_KERNELS_NEREORDERKERNEL
+#define ACL_SRC_CORE_NEON_KERNELS_NEREORDERKERNEL
+
+#include "src/core/NEON/INEKernel.h"
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+
+/** Interface kernel to reorder tensor into blocked format. */
+class NEReorderKernel : public INEKernel
+{
+public:
+
+    const char *name() const override
+    {
+        return "NEReorderKernel";
+    }
+
+    /** Default constructor */
+    NEReorderKernel();
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    NEReorderKernel(const NEReorderKernel &) = delete;
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    NEReorderKernel &operator=(const NEReorderKernel &) = delete;
+    /** Allow instances of this class to be moved */
+    NEReorderKernel(NEReorderKernel &&) = default;
+    /** Allow instances of this class to be moved */
+    NEReorderKernel &operator=(NEReorderKernel &&) = default;
+    /** Default destructor */
+    ~NEReorderKernel() = default;
+
+    /** Initialise the kernel's input and outputs.
+     *
+     * @param[in]  input     Source tensor with 2 or 4 dimensions. Data types supported: F32.
+     * @param[out] output    Destination tensor. Data type supported: same as @p input. Shape same as @p input expect last dimension which needs to be multiple of blocking parameter _ksize.
+     * @param[in]  input_wf  WeightFormat of input.
+     * @param[in]  output_wf WeightFormat of output.
+     */
+    void configure(const ITensor *input, ITensor *output, arm_compute::WeightFormat input_wf, arm_compute::WeightFormat output_wf);
+
+    /** Static function to check if given info will lead to a valid configuration of @ref NEReorderKernel
+     *
+     * @param[in] input     Source tensor with 2 or 4 dimensions. Data types supported: F32.
+     * @param[in] output    Destination tensor. Data type supported: same as @p input. Shape same as @p input expect last dimension which needs to be multiple of blocking parameter _ksize.
+     * @param[in] input_wf  WeightFormat of input.
+     * @param[in] output_wf WeightFormat of output.
+     *
+     * @return a status
+     */
+    static Status validate(const ITensorInfo *input, const ITensorInfo *output, arm_compute::WeightFormat input_wf, arm_compute::WeightFormat output_wf);
+
+    // Inherited methods overridden:
+    void run(const Window &window, const ThreadInfo &info) override;
+
+
+/*****************************************************************************/
+
+private:
+    const ITensor *_input{nullptr}; // Input tensor
+    ITensor *_output{nullptr}; // Output tensor
+    int32_t  _ksize{0}; // Blocking parameter, how many rows kernel reorders on each call
+    int32_t  _kmax{0}; // Rows in input tensor
+    int32_t  _xmax{0}; // Columns in input tensor
+    WeightFormat _input_wf{WeightFormat::UNSPECIFIED}; // WeightFormat of input tensor
+    WeightFormat _output_wf{WeightFormat::UNSPECIFIED}; // WeightFormat of output tensor
+};
+
+} // namespace arm_compute
+#endif /* ACL_SRC_CORE_NEON_KERNELS_NEREORDERKERNEL */