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diff --git a/src/core/NEON/kernels/arm_conv/depthwise/depthwise_depthfirst_generic_quantized.hpp b/src/core/NEON/kernels/arm_conv/depthwise/depthwise_depthfirst_generic_quantized.hpp
new file mode 100644
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+++ b/src/core/NEON/kernels/arm_conv/depthwise/depthwise_depthfirst_generic_quantized.hpp
@@ -0,0 +1,125 @@
+/*
+ * Copyright (c) 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.
+ */
+
+#pragma once
+
+#include "depthwise_depthfirst_generic.hpp"
+
+#include "arm_gemm.hpp"
+#include "src/core/NEON/kernels/arm_gemm/utils.hpp"
+
+#ifdef CYCLE_PROFILING
+#include "profiler.hpp"
+#endif
+
+using arm_gemm::Requantize32;
+
+namespace arm_conv {
+namespace depthwise {
+
+template <class Strategy, unsigned OutputRows, unsigned int OutputCols>
+class DepthwiseDepthfirstGenericQuantized : public DepthwiseDepthfirstGenericBase<Strategy, OutputRows, OutputCols>
+{
+  using Parent = DepthwiseDepthfirstGenericBase<Strategy, OutputRows, OutputCols>;
+  using TInput = typename Parent::TInput;
+  using TAccum = typename Parent::TAccum;
+  using TOutput = typename Parent::TOutput;
+
+  Requantize32 m_qp;
+
+  public:
+  DepthwiseDepthfirstGenericQuantized(const DepthwiseArgs &args, const Requantize32 &qp)
+    : Parent(args), m_qp(qp)
+  {
+  }
+
+  DepthwiseDepthfirstGenericQuantized(DepthwiseDepthfirstGenericQuantized &) = delete;
+  DepthwiseDepthfirstGenericQuantized &operator=(DepthwiseDepthfirstGenericQuantized &) = delete;
+
+  void pack_parameters(void *buffer, const void *biases, const void *weights, size_t ld_weight_col, size_t ld_weight_row) override
+  {
+    m_qp.bias = static_cast<const TAccum *>(biases);
+    Parent::pack_parameters(buffer, biases, weights, ld_weight_col, ld_weight_row);
+  }
+
+  using DepthwiseDepthfirstGenericBase<Strategy, OutputRows, OutputCols>::execute;
+  void execute(
+    const unsigned int batches,
+    const unsigned int input_height,
+    const unsigned int input_width,
+    const unsigned int input_channels,
+    const PaddingValues &padding,
+    const void *const _input,
+    const size_t ld_input_col,
+    const size_t ld_input_row,
+    const size_t ld_input_batch,
+    const void *const parameters,
+    const unsigned int output_height,
+    const unsigned int output_width,
+    void *const _output,
+    const size_t ld_output_col,
+    const size_t ld_output_row,
+    const size_t ld_output_batch,
+    void *const _working_space,
+    const unsigned int thread_id,
+    const unsigned int n_threads
+  ) const override
+  {
+    Strategy strat(this->m_args.cpu_info);
+#ifdef CYCLE_PROFILING
+    arm_gemm::profiler prof;
+#endif
+
+    // Create a function to initialise the input buffer
+    const auto initialise_input_buffer = [this] (TInput *const buffer, const unsigned int n) {
+      std::memset(buffer, static_cast<TInput>(m_qp.a_offset), n * sizeof(TInput));
+    };
+
+    // Create a function to execute a tile of work
+    const auto tile_fn = [&] (const TInput *const *const inptrs, TOutput *const * const outptrs) {
+#ifdef CYCLE_PROFILING
+      auto p = prof.ScopedProfiler(
+        PROFILE_KERNEL,
+        (unsigned long) (OutputRows * OutputCols * this->m_args.kernel_rows* this->m_args.kernel_cols)
+      );
+#endif
+      strat.kernel(inptrs, outptrs, parameters, m_qp,
+                   this->m_args.kernel_rows * this->m_args.kernel_cols,
+                   this->m_args.input_channels);
+    };
+
+    // Call into a parent utility function to do the actual work.
+    Parent::execute_tiles(
+      tile_fn, initialise_input_buffer,
+      batches, input_height, input_width, input_channels, padding,
+      _input, ld_input_col, ld_input_row, ld_input_batch,
+      output_height, output_width,
+      _output, ld_output_col, ld_output_row, ld_output_batch,
+      _working_space, thread_id, n_threads
+    );
+  }
+};
+
+}  // namespace depthwise
+}  // namespace arm_conv