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Design Development Deploy Video

How to get AI production-ready with Hasty.ai

In this video, we'll show how you can use Hasty to go from raw data to a production-ready model. While doing so, we highlight several issues that is …

Development User documentation

How to handle EXIF rotation

So, one of the more common issues we have in Hasty concerns EXIF rotation. Essentially, you look at an image locally - and it looks fine. You upload …

Development Deploy User documentation

Image export

Very simply, this exports all or a selection of images available in a dataset in a zip-file.

Development User documentation

Import annotations

Go here if you are looking for how to upload images. Here, you can upload annotations that you already have created in other annotation tools, or …

Development User documentation

Importing annotations

Contents Hasty support an import of existing annotations of the following types: bbox - Bounding boxes (as a JSON file) polygon - Polygons (as a JSON …

Deploy Development MP Wiki

Instance Segmentor

Instance segmentors combine the advantages of semantic segmentors and object detectors . On the one hand, they are able to predict pixel-perfect …

Development User documentation

Introduction to workspaces

Workspaces are spaces that allow you to collect all projects in one place, control access to them on a higher level, and slim down the work needed …

Development Deploy MP Wiki

IoU (Intersection over Union)

IoU is used to estimate how well a predicted mask or bounding box matches the ground truth data. IoU also known as Jaccard index or Jaccard …

Development Deploy MP Wiki

Iterations

Iterations are the number of steps through batches of the training data needed to complete one epoch. For better understanding, consider the …

Deploy Development MP Wiki

LinkNet

The majority of the segmentation architectures like Pyramid Architecture Network , PSPnet, UNet have used the encoding-decoding strategy. The encoder …

Development User documentation

Manual Review

Manual review is a quality control interface where you can see all annotations made in a project in one place. You can also filter using one of our …

Development Deploy MP Wiki

mAP (mean Average Precision)

Mean average precision (mAP) is the most meaningful metric for object detectors , instance , and semantic segmentors . It incorporates the trade-off …

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Tuple

Hasty.ai helped us improve our ML workflow by 40%, which is fantastic. It reduced our overall investment by 90% to get high-quality annotations and an initial model.