{"cells":[{"metadata":{},"cell_type":"markdown","source":"# GridMask data augmentation\nType of image data augmentation can be rougly divided in to 3 categories : \n\n1. Spatial transformation (random-crop, flip, rotation...)\n2. Color distortion (random gamma, brightness, hue, contrast....)\n3. Information dropping (random cutout, random erasing, hide-and-seek..)\n\n\nGridMask is belong to Information dropping method. Information dropping might help improving model generalization through enforcing model to learn on remain information. But keeping the deletion and reservation region in a balance relation is needed. Too much information dropping might result in under-fitting, but too few might result in over-fitting. <br />\nThere are also some concerns in old information dropping methods. Since the region they dropped will be randomly. So the information might be totally gone after dropping, which make the data into noise. GridMask deletes the structured regions which are uniformly distributed squares. Since the deleting regions are continuous distributed, so the information missing problem can be improve.\n\n![Information dropping examples](attachment:GridMask_example.png)\n\n\nImage rotation is refer to Chris's great [kernel](https://www.kaggle.com/cdeotte/rotation-augmentation-gpu-tpu-0-96) and add some of mine code in it. Which can rotate image with different aspect ratio. I also implemented some data augmentation methods(gaussian blur, random cutout..) in this [kernel](https://www.kaggle.com/xiejialun/customize-data-augmentation-with-tensorflow).\n\n\nMy Github repo : [GridMask_tensorflow(not official)](https://github.com/RayXie29/GridMask_Tensorflow) <br />\nOfficial GridMask implementation in pytorch : [GridMask](https://github.com/akuxcw/GridMask) <br />\nPaper : [GridMask Data Augmentation](https://arxiv.org/abs/2001.04086) <br />","attachments":{"GridMask_example.png":{"image/png":"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"}}},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import os\nimport math\nimport numpy as np\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom kaggle_datasets import KaggleDatasets\n\nprint('Tensorflow version : {}'.format(tf.__version__))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"GCS_DS_PATH = KaggleDatasets().get_gcs_path('flower-classification-with-tpus')\nGCS_PATH = os.path.join(GCS_DS_PATH, 'tfrecords-jpeg-512x512')\nTEST_FNS = tf.io.gfile.glob(os.path.join(GCS_PATH, 'test/*.tfrec'))\nIMG_DIM = (512, 512)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"AugParams = {\n    'd1' : 100,\n    'd2': 160,\n    'rotate' : 45,\n    'ratio' : 0.5\n}","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def transform(image, inv_mat, image_shape):\n\n    h, w, c = image_shape\n    cx, cy = w//2, h//2\n\n    new_xs = tf.repeat( tf.range(-cx, cx, 1), h)\n    new_ys = tf.tile( tf.range(-cy, cy, 1), [w])\n    new_zs = tf.ones([h*w], dtype=tf.int32)\n\n    old_coords = tf.matmul(inv_mat, tf.cast(tf.stack([new_xs, new_ys, new_zs]), tf.float32))\n    old_coords_x, old_coords_y = tf.round(old_coords[0, :] + w//2), tf.round(old_coords[1, :] + h//2)\n\n    clip_mask_x = tf.logical_or(old_coords_x<0, old_coords_x>w-1)\n    clip_mask_y = tf.logical_or(old_coords_y<0, old_coords_y>h-1)\n    clip_mask = tf.logical_or(clip_mask_x, clip_mask_y)\n\n    old_coords_x = tf.boolean_mask(old_coords_x, tf.logical_not(clip_mask))\n    old_coords_y = tf.boolean_mask(old_coords_y, tf.logical_not(clip_mask))\n    new_coords_x = tf.boolean_mask(new_xs+cx, tf.logical_not(clip_mask))\n    new_coords_y = tf.boolean_mask(new_ys+cy, tf.logical_not(clip_mask))\n\n    old_coords = tf.cast(tf.stack([old_coords_y, old_coords_x]), tf.int32)\n    new_coords = tf.cast(tf.stack([new_coords_y, new_coords_x]), tf.int64)\n    rotated_image_values = tf.gather_nd(image, tf.transpose(old_coords))\n    rotated_image_channel = list()\n    for i in range(c):\n        vals = rotated_image_values[:,i]\n        sparse_channel = tf.SparseTensor(tf.transpose(new_coords), vals, [h, w])\n        rotated_image_channel.append(tf.sparse.to_dense(sparse_channel, default_value=0, validate_indices=False))\n\n    return tf.transpose(tf.stack(rotated_image_channel), [1,2,0])\n\ndef random_rotate(image, angle, image_shape):\n\n    def get_rotation_mat_inv(angle):\n          #transform to radian\n        angle = math.pi * angle / 180\n\n        cos_val = tf.math.cos(angle)\n        sin_val = tf.math.sin(angle)\n        one = tf.constant([1], tf.float32)\n        zero = tf.constant([0], tf.float32)\n\n        rot_mat_inv = tf.concat([cos_val, sin_val, zero,\n                                     -sin_val, cos_val, zero,\n                                     zero, zero, one], axis=0)\n        rot_mat_inv = tf.reshape(rot_mat_inv, [3,3])\n\n        return rot_mat_inv\n    angle = float(angle) * tf.random.normal([1],dtype='float32')\n    rot_mat_inv = get_rotation_mat_inv(angle)\n    return transform(image, rot_mat_inv, image_shape)\n\n\ndef GridMask(image_height, image_width, d1, d2, rotate_angle=1, ratio=0.5):\n\n    h, w = image_height, image_width\n    hh = int(np.ceil(np.sqrt(h*h+w*w)))\n    hh = hh+1 if hh%2==1 else hh\n    d = tf.random.uniform(shape=[], minval=d1, maxval=d2, dtype=tf.int32)\n    l = tf.cast(tf.cast(d,tf.float32)*ratio+0.5, tf.int32)\n\n    st_h = tf.random.uniform(shape=[], minval=0, maxval=d, dtype=tf.int32)\n    st_w = tf.random.uniform(shape=[], minval=0, maxval=d, dtype=tf.int32)\n\n    y_ranges = tf.range(-1 * d + st_h, -1 * d + st_h + l)\n    x_ranges = tf.range(-1 * d + st_w, -1 * d + st_w + l)\n\n    for i in range(0, hh//d+1):\n        s1 = i * d + st_h\n        s2 = i * d + st_w\n        y_ranges = tf.concat([y_ranges, tf.range(s1,s1+l)], axis=0)\n        x_ranges = tf.concat([x_ranges, tf.range(s2,s2+l)], axis=0)\n\n    x_clip_mask = tf.logical_or(x_ranges <0 , x_ranges > hh-1)\n    y_clip_mask = tf.logical_or(y_ranges <0 , y_ranges > hh-1)\n    clip_mask = tf.logical_or(x_clip_mask, y_clip_mask)\n\n    x_ranges = tf.boolean_mask(x_ranges, tf.logical_not(clip_mask))\n    y_ranges = tf.boolean_mask(y_ranges, tf.logical_not(clip_mask))\n\n    hh_ranges = tf.tile(tf.range(0,hh), [tf.cast(tf.reduce_sum(tf.ones_like(x_ranges)), tf.int32)])\n    x_ranges = tf.repeat(x_ranges, hh)\n    y_ranges = tf.repeat(y_ranges, hh)\n\n    y_hh_indices = tf.transpose(tf.stack([y_ranges, hh_ranges]))\n    x_hh_indices = tf.transpose(tf.stack([hh_ranges, x_ranges]))\n\n    y_mask_sparse = tf.SparseTensor(tf.cast(y_hh_indices, tf.int64),  tf.zeros_like(y_ranges), [hh, hh])\n    y_mask = tf.sparse.to_dense(y_mask_sparse, 1, False)\n\n    x_mask_sparse = tf.SparseTensor(tf.cast(x_hh_indices, tf.int64), tf.zeros_like(x_ranges), [hh, hh])\n    x_mask = tf.sparse.to_dense(x_mask_sparse, 1, False)\n\n    mask = tf.expand_dims( tf.clip_by_value(x_mask + y_mask, 0, 1), axis=-1)\n\n    mask = random_rotate(mask, rotate_angle, [hh, hh, 1])\n    mask = tf.image.crop_to_bounding_box(mask, (hh-h)//2, (hh-w)//2, image_height, image_width)\n\n    return mask\n\ndef apply_grid_mask(image, image_shape):\n    mask = GridMask(image_shape[0],\n                    image_shape[1],\n                    AugParams['d1'],\n                    AugParams['d2'],\n                    AugParams['rotate'],\n                    AugParams['ratio'])\n    \n    if image_shape[-1] == 3:\n        mask = tf.concat([mask, mask, mask], axis=-1)\n\n    return image * tf.cast(mask, tf.uint8)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def augmentation(image):\n    \n    if tf.random.uniform(shape=[], minval=0.0, maxval=1.0) >=0.5:\n        image = apply_grid_mask(image, (*IMG_DIM,3))\n    return tf.cast(image, tf.uint8)\n    \ndef decoded_example(example):\n    example = tf.io.parse_single_example(example, { \"image\" : tf.io.FixedLenFeature([], tf.string) })\n    bits = example['image']\n    image = tf.image.decode_jpeg(bits)\n    return image\n\nds = tf.data.TFRecordDataset(TEST_FNS)\nds = ds.map(decoded_example)\nds = ds.map(augmentation)\nds = ds.batch(25)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"images = next(iter(ds))\nimages = images.numpy()\nplt.figure(figsize=(24,24))\ncol = 5\nrow = 5\nfor idx, image in enumerate(images):\n    plt.subplot(row, col, idx+1)\n    plt.imshow(image)\nplt.show()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}