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Deploy Development MP Wiki

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 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 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 …

Development Deploy MP Wiki

PAN

Pyramid Attention Network was proposed for semantic segmentation in order to better handle the cases of the images with objects of various sizes by …

Deploy Development User documentation

Pascal VOC

The well-known Pascal VOC format is well documented here . With the Pascal VOC page from Oxford being down at the moment, the links point to a …

Development Deploy MP Wiki

Patience

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

Deploy Development MP Wiki

Precision

Precision estimates how many of a classifier 's predictions are actually right. It is derived from the confusion matrix . It is the counterpart of …

Deploy MP Wiki

Primitive deployment using web frameworks

General scenario to deploy a ML model into production In general cases, we mostly follow the above diagram for deployment. There are 4 layers to …

Development Deploy MP Wiki

PSPNet

Scene Parsing Scene parsing is the process of segmenting and parsing an image into various visual areas that correspond to semantic categories such …

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