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+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "gpuType": "T4"
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ },
+ "accelerator": "GPU"
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# **Image classification using Vision Transformers**\n",
+ "\n",
+ "Image classification is the canonical computer vision task of determining if an image contains a specific object, feature, or activity.\n",
+ "\n",
+ "This notebook demonstrates image classification using Vision Transformers. This demonstration uses Data-efficient Image Transformers DeiT pretrained on ImageNet for image classification.\n",
+ "\n",
+ "\n",
+ "# **What is DeiT?**\n",
+ "Convolutional Neural Networks (CNNs) have been the main models for image classification since deep learning took off in 2012, but CNNs typically require hundreds of millions of images for training to achieve the SOTA results. DeiT is a vision transformer model that requires a lot less data and computing resources for training to compete with the leading CNNs in performing image classification, which is made possible by two key components of of DeiT:\n",
+ "\n",
+ "Data augmentation that simulates training on a much larger dataset;\n",
+ "\n",
+ "Native distillation that allows the transformer network to learn from a CNN’s output.\n",
+ "\n",
+ "DeiT shows that Transformers can be successfully applied to computer vision tasks, with limited access to data and resources. For more details on DeiT, see the repo and paper.\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "vF6uclvDE4MP"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Initialization"
+ ],
+ "metadata": {
+ "id": "Mk8_Bd5NHdvC"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os\n",
+ "from PIL import Image\n",
+ "import torch\n",
+ "import json\n",
+ "import requests\n",
+ "import zipfile\n",
+ "from io import BytesIO\n",
+ "import torchvision.transforms as transforms\n",
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.image as mpimg\n",
+ "from timm.data.constants import IMAGENET_DEFAULT_MEAN, IMAGENET_DEFAULT_STD"
+ ],
+ "metadata": {
+ "id": "kbiF9yjY9Ir-"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip3 install timm"
+ ],
+ "metadata": {
+ "id": "xvdsw_sYZy6H"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "response.status_code"
+ ],
+ "metadata": {
+ "id": "iiBhvdPQaUG1",
+ "outputId": "6b11a580-5f37-490d-962f-ca9a0ba89d68",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "403"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 6
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "I have downloaded the checkpoint, a test image and the ImageNet json file and stored them in my AWS S3 bucket.\n",
+ "\n",
+ "You do not have to download or worry about any file dependency to run the inference. I got you covered!\n",
+ "\n",
+ "The next part of the pipeline downloads a zip file from my S3 bucket which will contain the checkpoint, a test image and a json file of ImageNet classes.\n",
+ "\n",
+ "The zip file will be downloaded, extracted and stored in the current directory. This is designed to be as generic as possible. Feel free to change the paths to checkpoint_path, classes_path and image_path based on the environment you are running this code in."
+ ],
+ "metadata": {
+ "id": "DMm5MLvqJLXR"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "url = \"https://contribs.s3.us-west-1.amazonaws.com/Microsoft-computer-vision-recepies/ms-cv-recpies.zip\"\n",
+ "response = requests.get(url)\n",
+ "with zipfile.ZipFile(BytesIO(response.content), 'r') as zip_ref:\n",
+ " zip_ref.extractall('./')\n",
+ "print(\"Model files extracted successfully.\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "qYZLHIvK9IvH",
+ "outputId": "8d9adb29-24f3-4fae-a74b-e46b4247df8d"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Model files extracted successfully.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "checkpoint_path = '/content/ms-cv-recpies/deit.pth'\n",
+ "classes_path = '/content/ms-cv-recpies/imagenet_class_index.json'\n",
+ "image_path = '/content/ms-cv-recpies/banana.jpeg'"
+ ],
+ "metadata": {
+ "id": "Rnr9BQEkHomm"
+ },
+ "execution_count": 6,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Load the model"
+ ],
+ "metadata": {
+ "id": "35l1eahVJDHE"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "if os.path.exists(checkpoint_path):\n",
+ " model = torch.load(checkpoint_path)\n",
+ "else:\n",
+ " raise FileNotFoundError(f\"Checkpoint file not found: {checkpoint_path}\")"
+ ],
+ "metadata": {
+ "id": "RrMJ6GRn9ZJJ"
+ },
+ "execution_count": 7,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Load ImageNet classes"
+ ],
+ "metadata": {
+ "id": "sjdhO_PrJXib"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "if os.path.exists(classes_path):\n",
+ " with open(classes_path, 'r') as f:\n",
+ " classes = json.load(f)\n",
+ "else:\n",
+ " raise FileNotFoundError(f\"Classes file not found: {classes_path}\")"
+ ],
+ "metadata": {
+ "id": "kVo784te9zWP"
+ },
+ "execution_count": 8,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Load test image and perform transformations"
+ ],
+ "metadata": {
+ "id": "mCrzhMlFJjXI"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "transform = transforms.Compose([\n",
+ " transforms.Resize(256, interpolation=3),\n",
+ " transforms.CenterCrop(224),\n",
+ " transforms.ToTensor(),\n",
+ " transforms.Normalize(IMAGENET_DEFAULT_MEAN, IMAGENET_DEFAULT_STD),\n",
+ " ])\n",
+ "\n",
+ "im = Image.open(image_path)\n",
+ "im_copy = im.copy()\n",
+ "display(im_copy)\n",
+ "im = transform(im)[None,]\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 231
+ },
+ "id": "mIk-C1Ye99Jb",
+ "outputId": "6e533201-cb32-4282-bf91-5e669fd7cae4"
+ },
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Perform inference on the test image"
+ ],
+ "metadata": {
+ "id": "UI7Lif8mJo4z"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "out = model(im)\n",
+ "clsidx = torch.argmax(out)\n",
+ "display(im_copy)\n",
+ "print(clsidx.item(), classes[str(clsidx.item())][1])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 249
+ },
+ "id": "Vnbq4M6r-HC7",
+ "outputId": "0d92f476-8b45-4655-c3de-9a1f3bd82768"
+ },
+ "execution_count": 10,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "954 banana\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "WxNNI8MX_qAp"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file
diff --git a/scenarios/classification/README.md b/scenarios/classification/README.md
index da7d0935..2b59bc75 100644
--- a/scenarios/classification/README.md
+++ b/scenarios/classification/README.md
@@ -24,10 +24,12 @@ We have also found that some browsers do not render Jupyter widgets correctly. I
| Notebook name | Description |
| --- | --- |
+| |
| [00_webcam.ipynb](00_webcam.ipynb)| Demonstrates inference on an image from your computer's webcam using a pre-trained model.
| [01_training_introduction.ipynb](01_training_introduction.ipynb)| Introduces some of the basic concepts around model training and evaluation.|
| [02_multilabel_classification.ipynb](02_multilabel_classification.ipynb)| Introduces multi-label classification and introduces key differences between training a multi-label and single-label classification models.|
| [03_training_accuracy_vs_speed.ipynb](03_training_accuracy_vs_speed.ipynb)| Trains a model with high accuracy vs one with a fast inferencing speed. * Use this to train on your own datasets! * |
+| [04_image_classification_using_transformer.ipynb](04_image_classification_using_transformer.ipynb)| Demonstrates inference of image classification using vision transformer using a pretrained ImageNet model.|
| [10_image_annotation.ipynb](10_image_annotation.ipynb)| A simple UI to annotate images. |
| [11_exploring_hyperparameters.ipynb](11_exploring_hyperparameters.ipynb)| Finds optimal model parameters using grid search. |
| [12_hard_negative_sampling.ipynb](12_hard_negative_sampling.ipynb)| Demonstrated how to use hard negatives to improve your model performance. |