Video tutorials

Classification video tutorials

Basic workflow tutorial

Basic workflow tutorial

Topics covered:
  • Training a single label classification model
  • Analyzing model's performance
  • Using the model inside the platform or via REST API
Labeling images for classification

Labeling images for classification

Topics covered:
  • Labeling images during the upload
  • Adjusting the labels after the upload
  • Changing thedefault label for the image
Selecting images for training

Selecting images for training

Topics covered:
  • The default platform's behavior - training on all images
  • Filtering images by label or by type
  • Selecting images for training manually
Training a single label classification model in detail

Training a single label classification model in detail

Topics covered:
  • Explanation of training parameters
  • The relationship of per-class and global performance statistics
  • Viewing and downloading predictions on train/validation sets
  • Analyzing the learning curves
  • Analyzing the confusion matrix
  • Using the model inside the platform or via REST API
Training a multi-label classification model in detail

Training a multi-label classification model in detail

Topics covered:
  • Uploading images from a folder
  • Uploading image classification labels
  • Including/excluding image labels from training
  • Analyzing multi-label predictions
  • Changing score thresholds for classification
  • Analyzing precision-recall curve
  • The definition of "best" and "last" model
  • Making multi-label predictions
Training a model on one class tutorial

Training a model on one class tutorial

Topics covered:
  • How to train a classification model on one class
  • How to train multiple one-class classification models in an easy way

Similarity search tutorial

Similarity search tutorial

Similarity search tutorial

Topics covered:
  • 1vN similarity search by uploading image
  • 1vN simiarlity search by choosing an image from your data set
  • NvN similarity search
  • Similarity search history
  • Similarity search via REST api

Object detection and segmentation labeling tutorials

Labeling images for object detection tutorial

Labeling images for object detection tutorial

Topics covered:
  • Draw and adjust bounding boxes
  • Labeling shortcuts
  • Full screen mode
  • Fixed aspect ratio setting
  • Marking occluded objects
  • Download/Upload labels
Labeling images for segmentation tutorial

Labeling images for segmentation tutorial

Topics covered:
  • Drawing and adjusting polygons
  • Adding holes inside polygons
  • Polygon groups
  • Fixed vertex count setting
  • Labeling shortcuts
  • Download/Upload labels
Labeling settings tutorial

Labeling settings tutorial

Topics covered:
  • Override labels when uploading JSON setting
  • Auto labeling setting
  • Skip already labeled images setting
  • Object detection/segmentation line width setting
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