diff --git a/src/core/NEON/kernels/floor/impl/fp16_neon_floor.cpp b/src/core/NEON/kernels/floor/impl/fp16_neon_floor.cpp
new file mode 100644
index 0000000..3222fa9
--- /dev/null
+++ b/src/core/NEON/kernels/floor/impl/fp16_neon_floor.cpp
@@ -0,0 +1,63 @@
+/*
+ * Copyright (c) 2020 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.
+ */
+#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && defined(ENABLE_FP16_KERNELS)
+
+#include "src/core/NEON/NEMath.h"
+#include "src/core/common/StdTypes.h"
+#include "src/core/common/Validate.h"
+
+#include <arm_neon.h>
+#include <cmath>
+#include <cstddef>
+
+namespace arm_compute
+{
+namespace cpu
+{
+constexpr int step = 8;
+
+void fp16_neon_floor(const void *src, void *dst, int len)
+{
+    ARM_COMPUTE_ASSERT_NOT_NULLPTR(src);
+    ARM_COMPUTE_ASSERT_NOT_NULLPTR(dst);
+    ARM_COMPUTE_ASSERT(len >= 0);
+
+    auto psrc = static_cast<const f16 *>(src);
+    auto pdst = static_cast<f16 *>(dst);
+
+    for(; len >= step; len -= step)
+    {
+        vst1q_f16(pdst, vfloorq_f16(vld1q_f16(psrc)));
+        psrc += step;
+        pdst += step;
+    }
+
+    for(; len >= 0; --len)
+    {
+        *pdst++ = std::floor(*psrc++);
+    }
+}
+} // namespace cpu
+} // namespace arm_compute
+#endif /* defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && defined(ENABLE_FP16_KERNELS) */
diff --git a/src/core/NEON/kernels/floor/impl/fp32_neon_floor.cpp b/src/core/NEON/kernels/floor/impl/fp32_neon_floor.cpp
new file mode 100644
index 0000000..dba61e1
--- /dev/null
+++ b/src/core/NEON/kernels/floor/impl/fp32_neon_floor.cpp
@@ -0,0 +1,60 @@
+/*
+ * Copyright (c) 2020 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/NEMath.h"
+#include "src/core/common/StdTypes.h"
+#include "src/core/common/Validate.h"
+
+#include <arm_neon.h>
+#include <cmath>
+#include <cstddef>
+
+namespace arm_compute
+{
+namespace cpu
+{
+constexpr int step = 4;
+
+void fp32_neon_floor(const void *src, void *dst, int len)
+{
+    ARM_COMPUTE_ASSERT_NOT_NULLPTR(src);
+    ARM_COMPUTE_ASSERT_NOT_NULLPTR(dst);
+    ARM_COMPUTE_ASSERT(len >= 0);
+
+    auto psrc = static_cast<const f32 *>(src);
+    auto pdst = static_cast<f32 *>(dst);
+
+    for(; len >= step; len -= step)
+    {
+        vst1q_f32(pdst, vfloorq_f32(vld1q_f32(psrc)));
+        psrc += step;
+        pdst += step;
+    }
+
+    for(; len >= 0; --len)
+    {
+        *pdst++ = std::floor(*psrc++);
+    }
+}
+} // namespace cpu
+} // namespace arm_compute
diff --git a/src/core/NEON/kernels/floor/impl/list.h b/src/core/NEON/kernels/floor/impl/list.h
new file mode 100644
index 0000000..0eb66e0
--- /dev/null
+++ b/src/core/NEON/kernels/floor/impl/list.h
@@ -0,0 +1,41 @@
+/*
+ * Copyright (c) 2020 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 SRC_CORE_NEON_KERNELS_FLOOR_LIST_H
+#define SRC_CORE_NEON_KERNELS_FLOOR_LIST_H
+
+namespace arm_compute
+{
+namespace cpu
+{
+#define DECLARE_FLOOR_KERNEL(func_name) \
+    void func_name(const void *src, void *dst, int len)
+
+DECLARE_FLOOR_KERNEL(fp16_neon_floor);
+DECLARE_FLOOR_KERNEL(fp32_neon_floor);
+
+#undef DECLARE_FLOOR_KERNEL
+} // namespace cpu
+} // namespace arm_compute
+
+#endif /* SRC_CORE_NEON_KERNELS_FLOOR_LIST_H */