diff --git a/tests/AssetsLibrary.h b/tests/AssetsLibrary.h
index 49e3a83..9c93ee0 100644
--- a/tests/AssetsLibrary.h
+++ b/tests/AssetsLibrary.h
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2017 ARM Limited.
+ * Copyright (c) 2017, 2018 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -275,6 +275,17 @@
      */
     void fill(RawTensor &raw, const std::string &name, Format format, Channel channel) const;
 
+    /** Fills the specified @p tensor with the content of the raw tensor.
+     *
+     * @param[in, out] tensor To be filled tensor.
+     * @param[in]      raw    Raw tensor used to fill the tensor.
+     *
+     * @warning No check is performed that the specified format actually
+     *          matches the format of the tensor.
+     */
+    template <typename T>
+    void fill(T &&tensor, RawTensor raw) const;
+
     /** Fill a tensor with uniform distribution across the range of its type
      *
      * @param[in, out] tensor      To be filled tensor.
@@ -475,6 +486,19 @@
 }
 
 template <typename T>
+void AssetsLibrary::fill(T &&tensor, RawTensor raw) const
+{
+    for(size_t offset = 0; offset < raw.size(); offset += raw.element_size())
+    {
+        const Coordinates id = index2coord(raw.shape(), offset / raw.element_size());
+
+        const RawTensor::value_type *const raw_ptr = raw.data() + offset;
+        const auto                         out_ptr = static_cast<RawTensor::value_type *>(tensor(id));
+        std::copy_n(raw_ptr, raw.element_size(), out_ptr);
+    }
+}
+
+template <typename T>
 void AssetsLibrary::fill_tensor_uniform(T &&tensor, std::random_device::result_type seed_offset) const
 {
     switch(tensor.data_type())
diff --git a/tests/benchmark/CL/HarrisCorners.cpp b/tests/benchmark/CL/HarrisCorners.cpp
index 618968f..990ac24 100644
--- a/tests/benchmark/CL/HarrisCorners.cpp
+++ b/tests/benchmark/CL/HarrisCorners.cpp
@@ -28,7 +28,7 @@
 #include "arm_compute/runtime/CL/functions/CLHarrisCorners.h"
 #include "tests/CL/CLAccessor.h"
 #include "tests/benchmark/fixtures/HarrisCornersFixture.h"
-#include "tests/datasets/ShapeDatasets.h"
+#include "tests/datasets/ImageFileDatasets.h"
 #include "tests/framework/Macros.h"
 #include "tests/framework/datasets/Datasets.h"
 #include "utils/TypePrinter.h"
@@ -54,7 +54,7 @@
 TEST_SUITE(CL)
 TEST_SUITE(HarrisCorners)
 
-REGISTER_FIXTURE_DATA_TEST_CASE(RunSmall, CLHarrisCornersFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallImageShapes(),
+REGISTER_FIXTURE_DATA_TEST_CASE(RunSmall, CLHarrisCornersFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallImageFiles(),
                                                                                                                      framework::dataset::make("Format", { Format::U8 })),
                                                                                                                      threshold),
                                                                                                                      min_dist),
@@ -64,7 +64,7 @@
                                                                                                                      border_mode),
                                                                                                              framework::dataset::make("UseFP16", { false })));
 
-REGISTER_FIXTURE_DATA_TEST_CASE(RunLarge, CLHarrisCornersFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeImageShapes(),
+REGISTER_FIXTURE_DATA_TEST_CASE(RunLarge, CLHarrisCornersFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeImageFiles(),
                                                                                                                    framework::dataset::make("Format", { Format::U8 })),
                                                                                                                    threshold),
                                                                                                                    min_dist),
diff --git a/tests/benchmark/NEON/HarrisCorners.cpp b/tests/benchmark/NEON/HarrisCorners.cpp
index 4fffded..33315ff 100644
--- a/tests/benchmark/NEON/HarrisCorners.cpp
+++ b/tests/benchmark/NEON/HarrisCorners.cpp
@@ -27,7 +27,7 @@
 #include "arm_compute/runtime/TensorAllocator.h"
 #include "tests/NEON/Accessor.h"
 #include "tests/benchmark/fixtures/HarrisCornersFixture.h"
-#include "tests/datasets/ShapeDatasets.h"
+#include "tests/datasets/ImageFileDatasets.h"
 #include "tests/framework/Macros.h"
 #include "tests/framework/datasets/Datasets.h"
 #include "utils/TypePrinter.h"
@@ -56,7 +56,7 @@
 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
 TEST_SUITE(FP16)
 
-REGISTER_FIXTURE_DATA_TEST_CASE(RunSmall, NEHarrisCornersFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallImageShapes(),
+REGISTER_FIXTURE_DATA_TEST_CASE(RunSmall, NEHarrisCornersFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallImageFiles(),
                                                                                                                      framework::dataset::make("Format", { Format::U8 })),
                                                                                                                      threshold),
                                                                                                                      min_dist),
@@ -65,7 +65,7 @@
                                                                                                                      block_size),
                                                                                                                      border_mode),
                                                                                                              framework::dataset::make("UseFP16", { true })));
-REGISTER_FIXTURE_DATA_TEST_CASE(RunLarge, NEHarrisCornersFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeImageShapes(),
+REGISTER_FIXTURE_DATA_TEST_CASE(RunLarge, NEHarrisCornersFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeImageFiles(),
                                                                                                                    framework::dataset::make("Format", { Format::U8 })),
                                                                                                                    threshold),
                                                                                                                    min_dist),
@@ -78,7 +78,7 @@
 #endif           // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
 
 TEST_SUITE(S16)
-REGISTER_FIXTURE_DATA_TEST_CASE(RunSmall, NEHarrisCornersFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallImageShapes(),
+REGISTER_FIXTURE_DATA_TEST_CASE(RunSmall, NEHarrisCornersFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallImageFiles(),
                                                                                                                      framework::dataset::make("Format", { Format::U8 })),
                                                                                                                      threshold),
                                                                                                                      min_dist),
@@ -87,7 +87,7 @@
                                                                                                                      block_size),
                                                                                                                      border_mode),
                                                                                                              framework::dataset::make("UseFP16", { false })));
-REGISTER_FIXTURE_DATA_TEST_CASE(RunLarge, NEHarrisCornersFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeImageShapes(),
+REGISTER_FIXTURE_DATA_TEST_CASE(RunLarge, NEHarrisCornersFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeImageFiles(),
                                                                                                                    framework::dataset::make("Format", { Format::U8 })),
                                                                                                                    threshold),
                                                                                                                    min_dist),
diff --git a/tests/benchmark/fixtures/HarrisCornersFixture.h b/tests/benchmark/fixtures/HarrisCornersFixture.h
index 1596ede..c7ce683 100644
--- a/tests/benchmark/fixtures/HarrisCornersFixture.h
+++ b/tests/benchmark/fixtures/HarrisCornersFixture.h
@@ -41,12 +41,15 @@
 {
 public:
     template <typename...>
-    void setup(const TensorShape &shape, Format format, float threshold, float min_dist, float sensitivity,
+    void setup(std::string image, Format format, float threshold, float min_dist, float sensitivity,
                int32_t gradient_size, int32_t block_size,
                BorderMode border_mode, bool use_fp16)
     {
+        // Load the image (cached by the library if loaded before)
+        const RawTensor &raw = library->get(image, format);
+
         // Create tensor
-        src = create_tensor<TensorType>(shape, format);
+        src = create_tensor<TensorType>(raw.shape(), format);
 
         // Create and configure function
         harris_corners_func.configure(&src, threshold, min_dist, sensitivity, gradient_size, block_size, &out, border_mode, 0, use_fp16);
@@ -54,9 +57,8 @@
         // Allocate tensor
         src.allocator()->allocate();
 
-        // Fill tensor
-        std::uniform_int_distribution<int32_t> distribution(100, 100);
-        library->fill(Accessor(src), distribution, 0);
+        // Copy image data to tensor
+        library->fill(Accessor(src), raw);
     }
 
     void run()
diff --git a/tests/datasets/ImageFileDatasets.h b/tests/datasets/ImageFileDatasets.h
new file mode 100644
index 0000000..90a7f0d
--- /dev/null
+++ b/tests/datasets/ImageFileDatasets.h
@@ -0,0 +1,120 @@
+/*
+ * Copyright (c) 2018 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_TEST_IMAGE_FILE_DATASET
+#define ARM_COMPUTE_TEST_IMAGE_FILE_DATASET
+
+#include "tests/framework/datasets/Datasets.h"
+
+#include <type_traits>
+
+namespace arm_compute
+{
+namespace test
+{
+namespace datasets
+{
+class ImageFileDataset
+{
+public:
+    struct iterator
+    {
+        iterator(std::vector<std::string>::const_iterator name_it)
+            : _name_it{ std::move(name_it) }
+        {
+        }
+
+        std::string description() const
+        {
+            std::stringstream description;
+            description << "ImageFile=" << *_name_it;
+            return description.str();
+        }
+
+        std::tuple<std::string> operator*() const
+        {
+            return std::make_tuple(*_name_it);
+        }
+
+        iterator &operator++()
+        {
+            ++_name_it;
+
+            return *this;
+        }
+
+    private:
+        std::vector<std::string>::const_iterator _name_it;
+    };
+
+    iterator begin() const
+    {
+        return iterator(_names.begin());
+    }
+
+    int size() const
+    {
+        return _names.size();
+    }
+
+    void add_image_file(std::string name)
+    {
+        _names.emplace_back(std::move(name));
+    }
+
+protected:
+    ImageFileDataset()                    = default;
+    ImageFileDataset(ImageFileDataset &&) = default;
+
+private:
+    std::vector<std::string> _names{};
+};
+
+/** Data set containing names of small image files. */
+class SmallImageFiles final : public ImageFileDataset
+{
+public:
+    SmallImageFiles()
+    {
+        add_image_file("640x480.ppm");
+        add_image_file("800x600.ppm");
+        add_image_file("1280x720.ppm");
+    }
+};
+
+/** Data set containing names of small image files. */
+class LargeImageFiles final : public ImageFileDataset
+{
+public:
+    LargeImageFiles()
+    {
+        add_image_file("1920x1080.ppm");
+        add_image_file("4160x3120.ppm");
+        add_image_file("5120x3200.ppm");
+    }
+};
+
+} // namespace datasets
+} // namespace test
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_TEST_IMAGE_FILE_DATASET */
diff --git a/tests/validation/CL/HarrisCorners.cpp b/tests/validation/CL/HarrisCorners.cpp
index 4188cb5..00b6910 100644
--- a/tests/validation/CL/HarrisCorners.cpp
+++ b/tests/validation/CL/HarrisCorners.cpp
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2017 ARM Limited.
+ * Copyright (c) 2017, 2018 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -30,6 +30,7 @@
 #include "tests/CL/CLArrayAccessor.h"
 #include "tests/PaddingCalculator.h"
 #include "tests/datasets/BorderModeDataset.h"
+#include "tests/datasets/ImageFileDatasets.h"
 #include "tests/datasets/ShapeDatasets.h"
 #include "tests/framework/Asserts.h"
 #include "tests/framework/Macros.h"
@@ -101,14 +102,15 @@
 template <typename T>
 using CLHarrisCornersFixture = HarrisCornersValidationFixture<CLTensor, CLAccessor, CLKeyPointArray, CLHarrisCorners, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmall, CLHarrisCornersFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::Small2DShapes(), data), framework::dataset::make("Format", Format::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, CLHarrisCornersFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallImageFiles(), data), framework::dataset::make("Format",
+                                                                                                             Format::U8)))
 {
     // Validate output
     CLArrayAccessor<KeyPoint> array(_target);
     validate_keypoints(array.buffer(), array.buffer() + array.num_values(), _reference.begin(), _reference.end(), RelativeTolerance<float>(0.0001f));
 }
 
-FIXTURE_DATA_TEST_CASE(RunLarge, CLHarrisCornersFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::Large2DShapes(), data), framework::dataset::make("Format", Format::U8)))
+FIXTURE_DATA_TEST_CASE(RunLarge, CLHarrisCornersFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeImageFiles(), data), framework::dataset::make("Format", Format::U8)))
 {
     // Validate output
     CLArrayAccessor<KeyPoint> array(_target);
diff --git a/tests/validation/NEON/HarrisCorners.cpp b/tests/validation/NEON/HarrisCorners.cpp
index fa8d3cb..b8d7917 100644
--- a/tests/validation/NEON/HarrisCorners.cpp
+++ b/tests/validation/NEON/HarrisCorners.cpp
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2017 ARM Limited.
+ * Copyright (c) 2017, 2018 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -29,6 +29,7 @@
 #include "tests/NEON/ArrayAccessor.h"
 #include "tests/PaddingCalculator.h"
 #include "tests/datasets/BorderModeDataset.h"
+#include "tests/datasets/ImageFileDatasets.h"
 #include "tests/datasets/ShapeDatasets.h"
 #include "tests/framework/Asserts.h"
 #include "tests/framework/Macros.h"
@@ -107,7 +108,8 @@
 template <typename T>
 using NEHarrisCornersFixture = HarrisCornersValidationFixture<Tensor, Accessor, KeyPointArray, NEHarrisCorners, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEHarrisCornersFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::Small2DShapes(), data), framework::dataset::make("Format", Format::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEHarrisCornersFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallImageFiles(), data), framework::dataset::make("Format",
+                                                                                                             Format::U8)))
 {
     // Validate output
     ArrayAccessor<KeyPoint> array(_target);
@@ -120,7 +122,7 @@
                        allowed_mismatch_percentage);
 }
 
-FIXTURE_DATA_TEST_CASE(RunLarge, NEHarrisCornersFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::Large2DShapes(), data), framework::dataset::make("Format", Format::U8)))
+FIXTURE_DATA_TEST_CASE(RunLarge, NEHarrisCornersFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeImageFiles(), data), framework::dataset::make("Format", Format::U8)))
 {
     // Validate output
     ArrayAccessor<KeyPoint> array(_target);
diff --git a/tests/validation/fixtures/HarrisCornersFixture.h b/tests/validation/fixtures/HarrisCornersFixture.h
index 6395e3b..1c30157 100644
--- a/tests/validation/fixtures/HarrisCornersFixture.h
+++ b/tests/validation/fixtures/HarrisCornersFixture.h
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2017 ARM Limited.
+ * Copyright (c) 2017, 2018 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -47,20 +47,20 @@
 {
 public:
     template <typename...>
-    void setup(TensorShape shape, int gradient_size, int block_size, BorderMode border_mode, bool use_fp16, Format format)
+    void setup(std::string image, int gradient_size, int block_size, BorderMode border_mode, bool use_fp16, Format format)
     {
         HarrisCornersParameters params = harris_corners_parameters();
 
-        _target = compute_target(shape, gradient_size, block_size, border_mode, use_fp16, format, params);
+        _target = compute_target(image, gradient_size, block_size, border_mode, use_fp16, format, params);
         //TODO(COMPMID-543): Add use_fp16 to reference
-        _reference = compute_reference(shape, gradient_size, block_size, border_mode, format, params);
+        _reference = compute_reference(image, gradient_size, block_size, border_mode, format, params);
     }
 
 protected:
     template <typename U>
-    void fill(U &&tensor)
+    void fill(U &&tensor, RawTensor raw)
     {
-        library->fill_tensor_uniform(tensor, 0);
+        library->fill(tensor, raw);
     }
 
     template <typename F, typename std::enable_if<std::is_same<F, NEHarrisCorners>::value, int>::type = 0>
@@ -77,14 +77,16 @@
         func.configure(&src, params.threshold, params.min_dist, params.sensitivity, gradient_size, block_size, &corners, border_mode, params.constant_border_value);
     }
 
-    ArrayType compute_target(const TensorShape &shape, int gradient_size, int block_size, BorderMode border_mode, bool use_fp16, Format format, const HarrisCornersParameters &params)
+    ArrayType compute_target(std::string image, int gradient_size, int block_size, BorderMode border_mode, bool use_fp16, Format format, const HarrisCornersParameters &params)
     {
+        // Load the image (cached by the library if loaded before)
+        const RawTensor &raw = library->get(image, format);
+
         // Create tensors
-        TensorType src = create_tensor<TensorType>(shape, data_type_from_format(format));
-        src.info()->set_format(format);
+        TensorType src = create_tensor<TensorType>(raw.shape(), format);
 
         // Create array of keypoints
-        ArrayType corners(shape.total_size());
+        ArrayType corners(raw.shape().total_size());
 
         // Create harris corners configure function
         FunctionType harris_corners;
@@ -98,7 +100,7 @@
         ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS);
 
         // Fill tensors
-        fill(AccessorType(src));
+        fill(AccessorType(src), raw);
 
         // Compute function
         harris_corners.run();
@@ -106,13 +108,15 @@
         return corners;
     }
 
-    std::vector<KeyPoint> compute_reference(const TensorShape &shape, int gradient_size, int block_size, BorderMode border_mode, Format format, const HarrisCornersParameters &params)
+    std::vector<KeyPoint> compute_reference(std::string image, int gradient_size, int block_size, BorderMode border_mode, Format format, const HarrisCornersParameters &params)
     {
+        // Load the image (cached by the library if loaded before)
+        const RawTensor &raw = library->get(image, format);
         // Create reference
-        SimpleTensor<T> src{ shape, format };
+        SimpleTensor<T> src{ raw.shape(), format };
 
         // Fill reference
-        fill(src);
+        fill(src, raw);
 
         return reference::harris_corner_detector<T>(src, params.threshold, params.min_dist, params.sensitivity, gradient_size, block_size, border_mode, params.constant_border_value);
     }