Table Of Contents
Table Of Contents

Tutorials

Interested in getting started in a new CV area? Here are some tutorials to help get started.

Image Classification

Pre-trained Models on CIFAR10../build/examples_classification/demo_cifar10.html

Basics on how to use pretrained models on CIFAR10 and apply to real images

Training on CIFAR10../build/examples_classification/dive_deep_cifar10.html

Hands on classification model training on CIFAR10

Pre-trained Models on ImageNet../build/examples_classification/demo_imagenet.html

Basics on how to use pretrained models on ImageNet and apply to real images

Transfer Learning with Your Own Dataset../build/examples_classification/transfer_learning_minc.html

Train on your own dataset with ImageNet pre-trained models.

Training on ImageNet../build/examples_classification/dive_deep_imagenet.html

Hands on classification model training on ImageNet

Object Detection

Pre-trained SSD Models../build/examples_detection/demo_ssd.html

Detect objects in real-world images with pre-trained SSD models

Training SSD on Pascal VOC Dataset../build/examples_detection/train_ssd_voc.html

Hands on SSD model training on Pascal VOC Dataset

Tips for SSD Model Training../build/examples_detection/train_ssd_advanced.html

Training tips to boost your SSD Model performance.

Pre-trained Faster R-CNN Models../build/examples_detection/demo_faster_rcnn.html

Detect objects in real-world images with pre-trained Faster R-CNN models

Training Faster R-CNN on Pascal VOC../build/examples_detection/train_faster_rcnn_voc.html

End-to-end Faster R-CNN Training on Pascal VOC

Pre-trained YOLO Models../build/examples_detection/demo_yolo.html

Detect objects in real-world images with pre-trained YOLO models

Training YOLOv3 on Pascal VOC../build/examples_detection/train_yolo_v3.html

Hands on YOLOv3 model training on Pascal VOC Dataset

Finetune a Pre-trained Model../build/examples_detection/finetune_detection.html

Finetune a pre-trained model on your own dataset.

Object Detection from Webcam../build/examples_detection/demo_webcam.html

Run an object detection model from your webcam.

Skip Finetuning by reusing part of pre-trained model../build/examples_detection/skip_fintune.html

Instance Segmentation

Pre-trained Mask R-CNN Models../build/examples_instance/demo_mask_rcnn.html

Perform instance segmentation on real-world images with pre-trained Mask R-CNN models

Training Mask R-CNN on MS COCO../build/examples_instance/train_mask_rcnn_coco.html

Hands on Mask R-CNN model training on MS COCO dataset

Semantic Segmentation

Pre-trained FCN Models../build/examples_segmentation/demo_fcn.html

Perform semantic segmentation on real-world images with pre-trained FCN models

Training FCN on Pascal VOC../build/examples_segmentation/train_fcn.html

Hands on FCN model training on Pascal VOC dataset

Pre-trained PSPNet Models../build/examples_segmentation/demo_psp.html

Perform semantic segmentation in real-world images with pre-trained PSPNet models

Training PSPNet on ADE20K../build/examples_segmentation/train_psp.html

Hands on Mask R-CNN model training on ADE20K dataset

Pre-trained DeepLabV3 Models../build/examples_segmentation/demo_deeplab.html

Perform instance segmentation in real-world images with pre-trained DeepLabV3 models

Getting SOTA Results on Pascal VOC../build/examples_segmentation/voc_sota.html

Hands on DeepLabV3 model training on Pascal VOC dataset, and achieves state-of-the-art accuracy.

Pose Estimation

Pre-trained Simple Pose Models../build/examples_pose/demo_simple_pose.html

Estimate human pose in real-world images with pre-trained Simple Pose models

Pre-trained AlphaPose Models../build/examples_pose/demo_alpha_pose.html

Estimate human pose in real-world images with pre-trained AlphaPose models

Estimate pose from your webcam../build/examples_pose/cam_demo.html

Estimate human pose from your webcam video stream

Dive deep into Training a Simple Pose Model on COCO Keypoints../build/examples_pose/dive_deep_simple_pose.html

Train a pose estimation model on the COCO dataset

Action Recognition

Pre-trained TSN Models on UCF101../build/examples_action_recognition/demo_ucf101.html

Recognize human actions in real-world videos with pre-trained TSN-VGG16 models

Training TSN models on UCF101../build/examples_action_recognition/dive_deep_ucf101.html

Hands on TSN-VGG16 action recognition model training on UCF101 dataset

Dataset Preparation

Prepare ADE20K Dataset../build/examples_datasets/ade20k.html

Prepare MS COCO Dataset../build/examples_datasets/mscoco.html

Prepare Cityscapes Dataset../build/examples_datasets/cityscapes.html

Prepare Pascal VOC Dataset../build/examples_datasets/pascal_voc.html

Prepare Custom Dataset for Object Detection../build/examples_datasets/detection_custom.html

Prepare ImageNet Dataset../build/examples_datasets/imagenet.html

Prepare ImageNet Dataset in ImageRecord Format../build/examples_datasets/recordio.html

Prepare UCF101 Dataset../build/examples_datasets/ucf101.html

Prepare Kinetics400 Dataset../build/examples_datasets/kinetics400.html

Prepare Something-Something-V2 Dataset../build/examples_datasets/somethingsomethingv2.html

Prepare HMDB51 Dataset../build/examples_datasets/hmdb51.html

Deployment

Export Models into JSON../build/examples_deployment/export_network.html

C++ Inference with GluonCV../build/examples_deployment/cpp_inference.html

Inference with Quantized Models../build/examples_deployment/int8_inference.html