All content for object detection

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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 User documentation

Model Dashboard

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

Development Deploy User documentation

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 MP Wiki

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 …

Development User documentation


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 …

Deploy Development MP Wiki


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 User documentation

Object Detection

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

Deploy User documentation

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 …

Development User documentation

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 …

Development Deploy MP Wiki

Object Detector

Object detectors find objects in an image by computing regions of interest (ROI), then draw a bounding box around it, and finally, run a …

Deploy MP Wiki

Orchestrated Deployment

If you want to run multiple models with different logics at once, it makes sense to use an orchestrated container platform like Kubernetes. It allows …

Development MP Wiki

Overview of topics

Overview of topics In the wiki, we dive into visionAI concepts of a wide variety of topics. The list will be ever-growing, but below you find our …

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