| .. Licensed to the Apache Software Foundation (ASF) under one |
| or more contributor license agreements. See the NOTICE file |
| distributed with this work for additional information |
| regarding copyright ownership. The ASF licenses this file |
| to you under the Apache License, Version 2.0 (the |
| "License"); you may not use this file except in compliance |
| with the License. You may obtain a copy of the License at |
| |
| http://www.apache.org/licenses/LICENSE-2.0 |
| |
| Unless required by applicable law or agreed to in writing, |
| software distributed under the License is distributed on an |
| "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| KIND, either express or implied. See the License for the |
| specific language governing permissions and limitations |
| under the License. |
| |
| Image Tutorials |
| =============== |
| |
| These tutorials will help you learn how to create and use models that work with |
| images and other computer vision tasks. |
| Most of these tutorials use the `MXNet GluonCV toolkit <https://gluon-cv.mxnet.io/>`__. |
| |
| Basic Image Tutorials |
| --------------------- |
| |
| .. container:: cards |
| |
| .. card:: |
| :title: MNIST |
| :link: mnist.html |
| |
| How to create a convolutional neural network for handwritten digit recognition. |
| |
| .. card:: |
| :title: Image Recognition with Pretrained Models |
| :link: pre-trained_models.html |
| |
| How to use pretrained models to recognize what is in an image. |
| |
| |
| GluonCV Toolkit Tutorials |
| ------------------------- |
| |
| These tutorials link to the MXNet GluonCV Toolkit website. |
| |
| .. container:: cards |
| |
| .. card:: |
| :title: Prepare Datasets |
| :link: https://gluon-cv.mxnet.io/build/examples_datasets/index.html |
| |
| How to use built-in MXNet GluonCV features for loading and preparing both common & custom datasets. |
| |
| .. card:: |
| :title: Image Classification |
| :link: https://gluon-cv.mxnet.io/build/examples_classification/index.html |
| |
| Pretrained models for inference, fine-tune models, train your own model |
| on ImageNet, and more. |
| |
| .. card:: |
| :title: Object Detection |
| :link: https://gluon-cv.mxnet.io/build/examples_detection/index.html |
| |
| Learn how to use Single shot detector (SSD), RCNN, and YOLO models. |
| |
| .. card:: |
| :title: Semantic Segmentation |
| :link: https://gluon-cv.mxnet.io/build/examples_segmentation/index.html |
| |
| Learn how to use and train models that can identify and segment objects in an image. |
| |
| .. card:: |
| :title: Instance Segmentation |
| :link: https://gluon-cv.mxnet.io/build/examples_instance/index.html |
| |
| Learn how to use and train models the perform a variation of semantic |
| segmentation that also classifies similar objects into discrete entities. |
| |
| .. card:: |
| :title: Pose Estimation |
| :link: https://gluon-cv.mxnet.io/build/examples_pose/index.html |
| |
| Learn how to use a simple Pose network that predicts the heatmap for each |
| joint then map it to the coordinates on the original image. |
| |
| |
| .. toctree:: |
| :hidden: |
| :maxdepth: 1 |
| :glob: |
| |
| * |