{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"markdown","source":"# <center> Improving Classification and Object Detection </center> \n# <center> using CutMix Augmentation</center>\n\n[Supplementary to my medium article: https://medium.com/@ZenFeather/cutmix-augmentation-in-python-bf099a97afac]\n\nThe paper CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features published in ICCV 2019 proposed the CutMix augmentation strategy to improve deep learning-based classification and localization tasks. \n\nIn this augmentation technique, patches are cut and pasted among training images where interestingly the ground truth labels are also mixed proportionally to the area of the patches. By making efficient use of training pixels and retaining the regularization effect of regional dropout, CutMix consistently outperformed the state-of-the-art augmentation strategies on CIFAR and ImageNet classification tasks, as well as on the ImageNet weakly-supervised localization task.\n\nThe paper also shows that CutMix improves the model robustness against input corruptions and its out-of-distribution detection performances.\n\nIn the following table, we can see the performance boost obtained by adopting CutMix augmentation.\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","collapsed":true,"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":false},"cell_type":"markdown","source":"Let's start.\n\n## Loading Data","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"To show the result of CutMix augmentation we will use a set of images containing images of wheat field showing wheat heads. These images are takes from Kaggle's Glbal Wheat Detection competition dataset.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Import glob to parse filenames\nimport glob\n\n# Import numpy\nimport numpy as np\n\n# Plot\nimport matplotlib.pyplot as plt\nplt.rcParams['figure.figsize'] = [10,10]\n\n# Opencv\nimport cv2\n\n# Path to data\ndata_folder = f\"/kaggle/input/global-wheat-detection/train/\"\n\n# Read filenames in the data folder\nfilenames = glob.glob(f\"{data_folder}*.jpg\")\n\n# Read first 10 filenames\nimage_paths = filenames[:10]\n\n# Display a sample image\nplt.imshow(cv2.cvtColor(cv2.imread(image_paths[0]), cv2.COLOR_BGR2RGB)); plt.show();\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Generating a Batch of Data","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Now, we will create a set or \"batch\" of 4 images. Let's assume that this batch is a minibacth generated by a dataloader that loads minibatches during the training of the deep neural network model. In general, the bacth loaded by a dataloader also includes a batch of image labels if we are solving a classification problem. We will randomly assign a label to each image from from the set of {0,1,2}. We will further one-hot encode(https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html) these labels to {[1,0,0], [0,1,0], [0,0,1]}. Please follow this((https://stanford.edu/~shervine/blog/pytorch-how-to-generate-data-parallel)) to learn more about dataloaders in PyTorch.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Create batch of 4 images\nimage_batch = []\nimage_batch_labels = []\n\nn_images = 4\n\nfor i in range(n_images):\n    image = cv2.cvtColor(cv2.imread(image_paths[i]), cv2.COLOR_BGR2RGB)\n    image_batch.append(image)\n    \n    label_temp = list(np.floor(np.random.rand(1)*2.99).astype(int))[0]\n    if label_temp == 0:\n        label = [1,0,0]\n    elif label_temp == 1:\n        label = [0,1,0]\n    else: # label_temp == 2\n        label = [0,0,1]\n    \n    image_batch_labels.append(label)\n\n# Convert image_batch to numpy array\nimage_batch = np.array(image_batch)\n# Conver image_batch_labels to numpy array\nimage_batch_labels = np.array(image_batch_labels)\n    \n# Print labels\nprint()\nprint(f\"Image labels: {image_batch_labels}\\n\")\n\n# Show images\nfor i in range(2):\n    for j in range(2):\n        plt.subplot(2,2,2*i+j+1)\n        plt.imshow(image_batch[2*i+j])\nplt.show()\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Generating Random Bounding Box\n\nHere is a function to generate a random bounding box in an image:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def rand_bbox(size, lamb):\n    \"\"\" Generate random bounding box \n    Args:\n        - size: [width, breadth] of the bounding box\n        - lamb: (lambda) cut ratio parameter\n    Returns:\n        - Bounding box\n    \"\"\"\n    W = size[0]\n    H = size[1]\n    cut_rat = np.sqrt(1. - lamb)\n    cut_w = np.int(W * cut_rat)\n    cut_h = np.int(H * cut_rat)\n\n    # uniform\n    cx = np.random.randint(W)\n    cy = np.random.randint(H)\n\n    bbx1 = np.clip(cx - cut_w // 2, 0, W)\n    bby1 = np.clip(cy - cut_h // 2, 0, H)\n    bbx2 = np.clip(cx + cut_w // 2, 0, W)\n    bby2 = np.clip(cy + cut_h // 2, 0, H)\n\n    return bbx1, bby1, bbx2, bby2","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now, let's test the function by generating a random bounding box and crop an image using that bounding box.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Read an image\nimage = cv2.cvtColor(cv2.imread(image_paths[0]), cv2.COLOR_BGR2RGB)\n\n# Crop a random bounding box\nlamb = 0.3\nsize = image.shape\nbbox = rand_bbox(size, lamb)\n\n# Draw bounding box on the image\nim = image.copy()\nx1 = bbox[0]\ny1 = bbox[1]\nx2 = bbox[2]\ny2 = bbox[3]\ncv2.rectangle(im, (x1, y1), (x2, y2), (255, 0, 0), 3)\nplt.imshow(im);\nplt.title('Original image with random bounding box')\nplt.show();\n\n# Show cropped image\nplt.imshow(image[y1:y2, x1:x2]);\nplt.title('Cropped image')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## A CutMix Image Generation","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"In CutMix algorithm, for each image of batch a random region (in our case, a random bounding box region) is replaced with a patch from another training image. \n- The parameter ```lambda``` that determines the size of the bounding box is stochastically sampled from a Beta distribution(https://en.wikipedia.org/wiki/Beta_distribution).\n- The label of each resultant augmented image is estimated as a weighted sum of the original label and the label of the image from which the modified patch is borrowed, where weights are ```lambda``` and ```(1-lambda)``` respectively.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def generate_cutmix_image(image_batch, image_batch_labels, beta):\n    \"\"\" Generate a CutMix augmented image from a batch \n    Args:\n        - image_batch: a batch of input images\n        - image_batch_labels: labels corresponding to the image batch\n        - beta: a parameter of Beta distribution.\n    Returns:\n        - CutMix image batch, updated labels\n    \"\"\"\n    # generate mixed sample\n    lam = np.random.beta(beta, beta)\n    rand_index = np.random.permutation(len(image_batch))\n    target_a = image_batch_labels\n    target_b = image_batch_labels[rand_index]\n    bbx1, bby1, bbx2, bby2 = rand_bbox(image_batch[0].shape, lam)\n    image_batch_updated = image_batch.copy()\n    image_batch_updated[:, bbx1:bbx2, bby1:bby2, :] = image_batch[rand_index, bbx1:bbx2, bby1:bby2, :]\n    \n    # adjust lambda to exactly match pixel ratio\n    lam = 1 - ((bbx2 - bbx1) * (bby2 - bby1) / (image_batch.shape[1] * image_batch.shape[2]))\n    label = target_a * lam + target_b * (1. - lam)\n    \n    return image_batch_updated, label\n\n\n# Generate CutMix image\n# Let's use the first image of the batch as the input image to be augmented\ninput_image = image_batch[0]\nimage_batch_updated, image_batch_labels_updated = generate_cutmix_image(image_batch, image_batch_labels, 1.0)\n\n# Show original images\nprint(\"Original Images\")\nfor i in range(2):\n    for j in range(2):\n        plt.subplot(2,2,2*i+j+1)\n        plt.imshow(image_batch[2*i+j])\nplt.show()\n\n\n# Show CutMix images\nprint(\"CutMix Images\")\nfor i in range(2):\n    for j in range(2):\n        plt.subplot(2,2,2*i+j+1)\n        plt.imshow(image_batch_updated[2*i+j])\nplt.show()\n\n# Print labels\nprint('Original labels:')\nprint(image_batch_labels)\nprint('Updated labels')\nprint(image_batch_labels_updated)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now, you can use CutMix augmentation in training you deep neural network model. For more details please follow the references. If you have any questions, please put them in the comment section.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## References:\n- https://arxiv.org/pdf/1905.04899.pdf\n- https://github.com/clovaai/CutMix-PyTorch","execution_count":null}],"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}