All content for project and product managers

Development User documentation

Exporting data

You can export your data out of Hasty by clicking on the three dots for the project you want to export from: This will open the "Export" modal. Here, …

Deploy Development MP Wiki

Faster R-CNN

Faster R-CNN is an architecture for object detection achieving great results on most benchmark data sets. It builds directly on the work on the R-CNN …

Development Deploy MP Wiki


FBNetV3 makes up a family of state-of-art compact neural networks that is generated through Network Architecture Recipe Search, NARS. NARS is an …

Development Deploy MP Wiki

Focal loss

We have already discussed Cross-Entropy Loss and Binary Cross-Entropy Loss for the classification problem. Focal loss is an extension of these losses …

Development Deploy MP Wiki


This semantic segmentation model also makes use of the encoder-decoder modules. A regular convolutional neural network with a fully connected layer …

Deploy Development MP Wiki

Gaussian Noise

This data augmentation tool adds gaussian noise to the training images such the testing becomes robust against these noises. Gaussian noise is a …

Development MP Wiki

General best practices

This wiki dives deep into the world of visionAI and it's easy to get lost in the woods. This is why we want to share two lessons we learned working …

Development MP Wiki

General Information

While employing machine learning algorithm, there is a need to split the data such that the model is trained and on the basis of that model, we …

Development Deploy MP Wiki

Hamming score

Hamming Score is the fraction of correct predictions compared to the total labels. This is similar to Accuracy , and in fact they are …

Development Deploy User documentation

Hasty JSON v1.1

Our own export format that uses a similar structure to COCO, but builds on top of it with added complexity JSON Example { "project_name": "Project …

Development Deploy MP Wiki

Horizontal Flip

This data augmentation allows you to horizontally flip images with a certain probability. Parameters Probability This produces the probability of …

Development Video

How to automate labelling images with

In this course, I'm going to show you how to annotate your custom dataset, automate the process, and get feedback on your annotation strategy before …

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