All content for object detection

Development User documentation

Bounding Box

Most object detection tasks that are done today are done through the use of bounding boxes. Marking out an object by putting a rectangle over it is a …

Development Deploy MP Wiki

Bounding Box Regression Loss

Object detection involves localization and classification. Localizing multiple objects in an image is mainly done by bounding boxes. The bounding box …

Development Deploy MP Wiki

Cascade RCNN

General Information Intersection Over Union threshold is used in object detection to define positives and negatives. If the IoU threshold is low, …

Deploy MP Wiki

Challenges of Deployment

A few of the challenges most teams usually run into during the deployment stage: 1. Differences in programming languages The machine learning model …

Development User documentation

Classes and attributes

Label classes and attributes Here you can create and edit label classes and attributes that will be used in your project. Label classes Label classes …

Development Deploy User documentation

COCO Dataset format

Hasty allows you to export your project in the very well-known COCO dataset format. You can find more information about this format here .

Development Deploy MP Wiki

Color Jitter

This data augmentation tool adds brightness, contrast, saturation, and hue to your sample images. Parameters Brightness It sets the brightness of the …

Deploy MP Wiki

Commonly used web frameworks

Flask is an open-source lightweight web framework built in Python to deploy web applications. To begin using Flask, we must first install it on our …

Development Deploy Monitor Podcast

Computer Vision in Production with Hasnain Raza

Hasnain is a Machine Learning Engineer here at Hasty AI. In pure engineering fashion, he likes tackling engineering and real world issues, trying to …

Deploy MP Wiki

Containerized Deployment

Previously explained frameworks should be running well on your machine, but you might run into issues when you try to deploy to another environment …

Development Deploy MP Wiki

CosineAnnealingLR

Cosine AnnealingLR is a scheduling technique that starts off with a very large learning rate and then aggressively decreases it to a value near 0, …

Development User documentation

Creating and editing a project

Create a new project To create a project, first, you have to go to the project overview. From there, click on the "Create new project" card. This …

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