All content for semantic segmentation

Development User documentation

Image Transformations

This page describes how to build image transformations for test time deployment of your exported models. To maintain the expected performance of your …

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 …

Development User documentation

Individual experiment overview

Detailed overview of running an experiment and seeing its results. After creating an experiment with all model parameters, the user now can run the …

Development User documentation

Introduction to the annotation environment

If you have used graphical editing tools or other annotation tools, our annotating environment should be familiar. For newcomers or users that wonder …

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

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 …

All stages Event

Machine learning IRL

Everyone is talking about applying ML to real-world use cases, but there’s very little sharing between teams actually doing the implementation. We …

Development User documentation

Manual and semi-automated tools

Hasty offers a wide variety of manual and semi-automated tools to get you started with your annotation efforts. Depending on your project, different …

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

Min delta

Intuition As a neural network accumulates more parameters, it is more exposed to overfitting. Too many epochs can lead to overfitting of the training …

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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.