Everything you need for vision AI in one place

We have spent the last two years creating hundreds of content pieces helping you to be successful with vision AI in general, and Hasty in particular. Here, you can find anything from user documentation to upcoming events.

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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 …

Development Deploy Project Manager ML Engineer Software Engineer

Mask R-CNN

Mask R-CNN is the most used architecture for instance segmentation . It is almost built the same way as Faster R-CNN . The major difference is that …

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Merging polygons/masks into one annotation

When you annotate an object with obfuscation like here: Here we have a player behind an other player that was annotated using 5 separate polygons …

Development Deploy Project Manager ML Engineer Software Engineer

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 …

Development ML Engineer Software Engineer

Model Dashboard

Model dashboard user interface overview Dashboard overview in detail format Dashboard in widget format Dashboard Information: Split name Experiment …

Development Deploy ML Engineer Software Engineer

Model Exports

Exporting models for deployment to personal or edge devices In Model Playground, you have the option of exporting the best model from an experiment. …

Development Deploy Project Manager ML Engineer Software Engineer

Momentum (SGD)

Momentum speeds up the SGD optimizer to reach the local minimum quicker. If we move in the same direction in the loss landscape, the optimizer will …

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Move/edit

This tool is the default tool in Hasty, meaning that it is in use when you first enter the annotation interface. You can use this tool to move …

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MultiStepLR

MultiStepLR is a scheduler that decays the learning rate with a certain multiplicative factor set by the user when a certain milestone is reached. …

Development ML Engineer Software Engineer

Object Detection

Widgets GPU Consumption Running time Inference time Average Loss VS Number of Iterations mAP VS Number of Iterations Predictions on classes

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Object Detection

Inference sample for exported torchscript object detector model. Mask RCNN code example import torch import numpy as np from PIL import Image import …

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Object Detection Assistant

The object detection assistant is one of our AI assistants. This assistant will help you with finding, creating, and labeling bounding boxes in a …

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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.